!pip install openpyxl
import pandas as pd
import numpy as np

from sklearn.feature_extraction.text import TfidfVectorizer
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
import nltk
nltk.download('punkt')
nltk.download('stopwords')

# Load the Excel file
xls = pd.ExcelFile('https://github.com/saifrahmania/Data36118/raw/refs/heads/main/Assignment1/Data/ASCDataset/Australian%20Skills%20Classification%20-%20December%202023.xlsx')

# Dictionary to hold all DataFrames, one for each sheet
sheets_dict = {}

for sheet_name in xls.sheet_names:
    # Load each sheet into a DataFrame
    sheets_dict[sheet_name] = pd.read_excel(xls, sheet_name=sheet_name)

xls.sheet_names

Collecting openpyxl
  Downloading openpyxl-3.1.5-py2.py3-none-any.whl.metadata (2.5 kB)
Collecting et-xmlfile (from openpyxl)
  Downloading et_xmlfile-2.0.0-py3-none-any.whl.metadata (2.7 kB)
Downloading openpyxl-3.1.5-py2.py3-none-any.whl (250 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 250.9/250.9 kB 4.8 MB/s eta 0:00:00
Downloading et_xmlfile-2.0.0-py3-none-any.whl (18 kB)
Installing collected packages: et-xmlfile, openpyxl
Successfully installed et-xmlfile-2.0.0 openpyxl-3.1.5

[nltk_data] Downloading package punkt to /root/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!

['Index',
 'Glossary',
 'Occupation descriptions',
 'Core competency descriptions',
 'Specialist tasks hierarchy',
 'Tech tools heirarchy',
 'Core competencies',
 'Specialist tasks data',
 'Technology tools',
 'Appendix - tech tool examples',
 'Appendix - common tech tools']

for sheet_name in xls.sheet_names:
    print(f"Columns in sheet '{sheet_name}':")
    print(sheets_dict[sheet_name].columns.tolist())
    print("-" * 20)

Columns in sheet 'Index':
['Unnamed: 0', 'Unnamed: 1']
--------------------
Columns in sheet 'Glossary':
['Glossary of key terms', 'Unnamed: 1']
--------------------
Columns in sheet 'Occupation descriptions':
['Occupation Type', 'ANZSCO Code', 'Sub-Profile Code', 'ANZSCO Title', 'ANZSCO Description']
--------------------
Columns in sheet 'Core competency descriptions':
['Core Competency', 'Core Competency Description', 'Score', 'Proficiency Level', 'Anchor Value']
--------------------
Columns in sheet 'Specialist tasks hierarchy':
['Specialist Task', 'Specialist Cluster', 'Cluster Family', 'Skill Statement']
--------------------
Columns in sheet 'Tech tools heirarchy':
['Technology Tool Category', 'Technology Tool Category Description', 'Technology Tool', 'Technology Tool Description', 'Technology Tool Extended Description']
--------------------
Columns in sheet 'Core competencies':
['Occupation Type', 'ANZSCO Code', 'Sub-Profile Code', 'ANZSCO Title', 'Core Competency', 'Score', 'Proficiency Level', 'Anchor Value']
--------------------
Columns in sheet 'Specialist tasks data':
['Occupation Type', 'ANZSCO Code', 'Sub-Profile Code', 'ANZSCO Title', 'Specialist Task', '% of time spent on task', 'Emerging/\nTrending Flag', 'Specialist Cluster', ' % of time spent on cluster', 'Cluster Family', '% of time spent on family', 'Skills Statement']
--------------------
Columns in sheet 'Technology tools':
['Occupation Type', 'ANZSCO Code', 'Sub-Profile Code', 'ANZSCO Title', 'Technology Tool', 'Emerging/Trending Flag']
--------------------
Columns in sheet 'Appendix - tech tool examples':
['Technology Tool', 'Technology Tool Example']
--------------------
Columns in sheet 'Appendix - common tech tools':
['Common Technology Tools']
--------------------

sheets_dict = {}

for sheet_name in xls.sheet_names:
    # Load each sheet into a DataFrame
    sheets_dict[sheet_name] = pd.read_excel(xls, sheet_name=sheet_name)

# Accessing specific sheets and their data
index_df = sheets_dict['Index']
glossary_df = sheets_dict['Glossary']
occupation_descriptions_df = sheets_dict['Occupation descriptions']
core_competency_descriptions_df = sheets_dict['Core competency descriptions']
specialist_tasks_hierarchy_df = sheets_dict['Specialist tasks hierarchy']
tech_tools_hierarchy_df = sheets_dict['Tech tools heirarchy']
core_competencies_df = sheets_dict['Core competencies']
specialist_tasks_data_df = sheets_dict['Specialist tasks data']
technology_tools_df = sheets_dict['Technology tools']
appendix_tech_tool_examples_df = sheets_dict['Appendix - tech tool examples']
appendix_common_tech_tools_df = sheets_dict['Appendix - common tech tools']

# Now you can work with each DataFrame individually
# Example: Print the first 5 rows of the 'Occupation descriptions' sheet
index_df.head()

specialist_tasks_data_df.columns.tolist()

['Occupation Type',
 'ANZSCO Code',
 'Sub-Profile Code',
 'ANZSCO Title',
 'Specialist Task',
 '% of time spent on task',
 'Emerging/\nTrending Flag',
 'Specialist Cluster',
 ' % of time spent on cluster',
 'Cluster Family',
 '% of time spent on family',
 'Skills Statement']

print(core_competencies_df.columns.tolist())

['Occupation Type', 'ANZSCO Code', 'Sub-Profile Code', 'ANZSCO Title', 'Core Competency', 'Score', 'Proficiency Level', 'Anchor Value']

try:
  core_competencies_df = core_competencies_df.drop(columns=['Sub-Profile Code'])
except KeyError:
  print("Column 'Sub-Profile Code' not found in 'core_competencies_df'")

try:
  specialist_tasks_data_df = specialist_tasks_data_df.drop(columns=['Sub-Profile Code'])
except KeyError:
  print("Column 'Sub-Profile Code' not found in 'specialist_tasks_data_df'")

core_competencies_df.shape

(11030, 7)

import pandas as pd

# Assuming specialist_tasks_data_df and core_competencies_df are loaded DataFrames

# First, let's ensure there are no duplicates within core_competencies_df that could cause multiple matches
core_competencies_df = core_competencies_df.drop_duplicates(subset=['Occupation Type', 'ANZSCO Title'], keep='first')


# Perform a left join with core_competencies_df to append matching data
merged_df = pd.merge(specialist_tasks_data_df, core_competencies_df,
                     on=['Occupation Type', 'ANZSCO Title'],
                     how='left')

# Check and print the number of rows and structure to ensure it matches expectations
print("After merge, DataFrame size: ", merged_df.shape)
print(merged_df.head())

# Optionally, check for any rows that might still have missing data indicating no match was found
unmatched_indicator = merged_df.isna().any(axis=1)
print("Number of unmatched rows: ", unmatched_indicator.sum())

# This approach ensures we do not inadvertently increase the number of rows in specialist_tasks_data_df.

After merge, DataFrame size:  (30450, 16)
  Occupation Type  ANZSCO Code_x                             ANZSCO Title  \
0        ANZSCO 4           1111  Chief Executives and Managing Directors   
1        ANZSCO 4           1111  Chief Executives and Managing Directors   
2        ANZSCO 4           1111  Chief Executives and Managing Directors   
3        ANZSCO 4           1111  Chief Executives and Managing Directors   
4        ANZSCO 4           1111  Chief Executives and Managing Directors   

                                     Specialist Task  % of time spent on task  \
0  Direct or manage financial activities or opera...                   0.1302   
1     Direct department or organisational activities                   0.1117   
2  Direct sales, marketing or customer service ac...                   0.0808   
3  Communicate with others to arrange, coordinate...                   0.0665   
4  Analyse data to assess operational or project ...                   0.0651   

  Emerging/\nTrending Flag                                 Specialist Cluster  \
0                      NaN  Manage, monitor and undertake financial activi...   
1                 Trending               Manage services, staff or activities   
2                      NaN               Manage services, staff or activities   
3                      NaN             Communicate or collaborate with others   
4                      NaN           Use data to inform operational decisions   

    % of time spent on cluster                                Cluster Family  \
0                       0.1644  Business operations and financial activities   
1                       0.2128  Business operations and financial activities   
2                       0.2128  Business operations and financial activities   
3                       0.0750               Communication and collaboration   
4                       0.1009                Data, analytics, and databases   

   % of time spent on family  \
0                     0.5322   
1                     0.5322   
2                     0.5322   
3                     0.0890   
4                     0.1370   

                                    Skills Statement  ANZSCO Code_y  \
0  Direct and oversee the financial operations of...         1111.0   
1  Direct and oversee the activities of a work un...         1111.0   
2  Direct and oversee the sales, marketing, or cu...         1111.0   
3  Coordinate with others in order to plan, organ...         1111.0   
4  Analyse qualitative and quantitative data aris...         1111.0   

      Core Competency  Score Proficiency Level  \
0  Digital engagement    6.0      Intermediate   
1  Digital engagement    6.0      Intermediate   
2  Digital engagement    6.0      Intermediate   
3  Digital engagement    6.0      Intermediate   
4  Digital engagement    6.0      Intermediate   

                                        Anchor Value  
0  Use software on a portable device to document ...  
1  Use software on a portable device to document ...  
2  Use software on a portable device to document ...  
3  Use software on a portable device to document ...  
4  Use software on a portable device to document ...  
Number of unmatched rows:  29048

merged_df.shape

(30450, 16)

merged_df.columns.tolist()

['Occupation Type',
 'ANZSCO Code_x',
 'ANZSCO Title',
 'Specialist Task',
 '% of time spent on task',
 'Emerging/\nTrending Flag',
 'Specialist Cluster',
 ' % of time spent on cluster',
 'Cluster Family',
 '% of time spent on family',
 'Skills Statement',
 'ANZSCO Code_y',
 'Core Competency',
 'Score',
 'Proficiency Level',
 'Anchor Value']

try:
  merged_df = merged_df.drop(columns=['% of time spent on task', 'Emerging/\nTrending Flag', ' % of time spent on cluster', '% of time spent on family', 'ANZSCO Code_y'])
except KeyError as e:
  print(f"Column not found: {e}")

merged_df.shape

(30450, 11)

# Count empty rows in each column of merged_df
empty_rows_per_column = merged_df.isnull().sum()

# Print the column names and the number of empty rows for each
for column, empty_count in empty_rows_per_column.items():
    print(f"Column '{column}': {empty_count} empty rows")

Column 'Occupation Type': 0 empty rows
Column 'ANZSCO Code_x': 0 empty rows
Column 'ANZSCO Title': 0 empty rows
Column 'Specialist Task': 0 empty rows
Column 'Specialist Cluster': 0 empty rows
Column 'Cluster Family': 0 empty rows
Column 'Skills Statement': 0 empty rows
Column 'Core Competency': 6568 empty rows
Column 'Score': 6568 empty rows
Column 'Proficiency Level': 6568 empty rows
Column 'Anchor Value': 6568 empty rows

# Drop rows where 'Core Competency', 'Score', and 'Anchor Value' are all null
merged_df = merged_df.dropna(subset=['Core Competency', 'Score', 'Anchor Value'], how='all')

merged_df.shape

(23882, 11)

merged_df.head()

merged_df.columns.tolist()
merged_df.shape

(23882, 11)

try:
  merged_df = merged_df.rename(columns={'ANZSCO Code_x': 'ANZSCO Code'})
except KeyError as e:
  print(f"Column not found: {e}")

try:
    merged_df = merged_df.drop(columns=['Technology Tool_x', 'Technology Tool_y'])
except KeyError as e:
    print(f"Column not found: {e}")

Column not found: "['Technology Tool_x', 'Technology Tool_y'] not found in axis"

merged_df.columns.tolist()
occupation_descriptions_df.columns.tolist()

['Occupation Type',
 'ANZSCO Code',
 'Sub-Profile Code',
 'ANZSCO Title',
 'ANZSCO Description']

both_empty = merged_df[merged_df['Score'].isnull() & merged_df['Proficiency Level'].isnull()].shape[0]
print(f"Number of rows with both 'Score' and 'Proficiency Level' empty: {both_empty}")

# Count rows where 'Score' is empty/null/NaN but 'Proficiency Level' has a value
score_empty_proficiency_not = merged_df[merged_df['Score'].isnull() & merged_df['Proficiency Level'].notnull()].shape[0]
print(f"Number of rows with 'Score' empty but 'Proficiency Level' not empty: {score_empty_proficiency_not}")

# Count rows where 'Score' has a value but 'Proficiency Level' is empty/null/NaN
score_not_empty_proficiency_empty = merged_df[merged_df['Score'].notnull() & merged_df['Proficiency Level'].isnull()].shape[0]
print(f"Number of rows with 'Score' not empty but 'Proficiency Level' empty: {score_not_empty_proficiency_empty}")

# Count rows where either 'Score' or 'Proficiency Level' is empty/null/NaN
either_empty = merged_df[merged_df['Score'].isnull() | merged_df['Proficiency Level'].isnull()].shape[0]
print(f"Number of rows with either 'Score' or 'Proficiency Level' empty: {either_empty}")

Number of rows with both 'Score' and 'Proficiency Level' empty: 0
Number of rows with 'Score' empty but 'Proficiency Level' not empty: 0
Number of rows with 'Score' not empty but 'Proficiency Level' empty: 0
Number of rows with either 'Score' or 'Proficiency Level' empty: 0

# Calculate the mean of '% of time spent on task', '% of time spent on family', and 'Score', ignoring NaN values

mean_score = merged_df['Score'].mean()


merged_df['Score'].fillna(mean_score, inplace=True)

<ipython-input-23-02c996b9c362>:6: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  merged_df['Score'].fillna(mean_score, inplace=True)

empty_rows_per_column = merged_df.isnull().sum()

# Print the column names and the number of empty rows for each
for column, empty_count in empty_rows_per_column.items():
    print(f"Column '{column}': {empty_count} empty rows")

Column 'Occupation Type': 0 empty rows
Column 'ANZSCO Code': 0 empty rows
Column 'ANZSCO Title': 0 empty rows
Column 'Specialist Task': 0 empty rows
Column 'Specialist Cluster': 0 empty rows
Column 'Cluster Family': 0 empty rows
Column 'Skills Statement': 0 empty rows
Column 'Core Competency': 0 empty rows
Column 'Score': 0 empty rows
Column 'Proficiency Level': 0 empty rows
Column 'Anchor Value': 0 empty rows

# Drop rows where 'Core Competency', 'Anchor Value', and 'Core Competency' are null/NaN
merged_df = merged_df.dropna(subset=['Core Competency', 'Anchor Value'], how='any')

merged_df.shape

(23882, 11)

merged_df.head()

empty_rows_per_column = merged_df.isnull().sum()

# Print the column names and the number of empty rows for each
for column, empty_count in empty_rows_per_column.items():
    print(f"Column '{column}': {empty_count} empty rows")

Column 'Occupation Type': 0 empty rows
Column 'ANZSCO Code': 0 empty rows
Column 'ANZSCO Title': 0 empty rows
Column 'Specialist Task': 0 empty rows
Column 'Specialist Cluster': 0 empty rows
Column 'Cluster Family': 0 empty rows
Column 'Skills Statement': 0 empty rows
Column 'Core Competency': 0 empty rows
Column 'Score': 0 empty rows
Column 'Proficiency Level': 0 empty rows
Column 'Anchor Value': 0 empty rows

# Drop the specified columns from technology_tools_df
technology_tools_df = technology_tools_df.drop(columns=['Emerging/Trending Flag', 'Sub-Profile Code'], errors='ignore')

# Display the updated DataFrame (optional)
technology_tools_df.head()

technology_tools_df.shape

(5761, 4)

technology_tools_aggregated = technology_tools_df.groupby(['Occupation Type', 'ANZSCO Title'])['Technology Tool'].apply(', '.join).reset_index()

# Merge final_df with this aggregated dataframe
merged_df = pd.merge(merged_df, technology_tools_aggregated, on=['Occupation Type', 'ANZSCO Title'], how='left')

# Now, merged_df will have an additional column 'Technology Tool' from technology_tools_df
# This column contains concatenated strings of tools, ensuring no increase in row count

# Display the head of the merged dataframe to verify
print(merged_df.head())

  Occupation Type  ANZSCO Code                             ANZSCO Title  \
0        ANZSCO 4         1111  Chief Executives and Managing Directors   
1        ANZSCO 4         1111  Chief Executives and Managing Directors   
2        ANZSCO 4         1111  Chief Executives and Managing Directors   
3        ANZSCO 4         1111  Chief Executives and Managing Directors   
4        ANZSCO 4         1111  Chief Executives and Managing Directors   

                                     Specialist Task  \
0  Direct or manage financial activities or opera...   
1     Direct department or organisational activities   
2  Direct sales, marketing or customer service ac...   
3  Communicate with others to arrange, coordinate...   
4  Analyse data to assess operational or project ...   

                                  Specialist Cluster  \
0  Manage, monitor and undertake financial activi...   
1               Manage services, staff or activities   
2               Manage services, staff or activities   
3             Communicate or collaborate with others   
4           Use data to inform operational decisions   

                                 Cluster Family  \
0  Business operations and financial activities   
1  Business operations and financial activities   
2  Business operations and financial activities   
3               Communication and collaboration   
4                Data, analytics, and databases   

                                    Skills Statement     Core Competency  \
0  Direct and oversee the financial operations of...  Digital engagement   
1  Direct and oversee the activities of a work un...  Digital engagement   
2  Direct and oversee the sales, marketing, or cu...  Digital engagement   
3  Coordinate with others in order to plan, organ...  Digital engagement   
4  Analyse qualitative and quantitative data aris...  Digital engagement   

   Score Proficiency Level                                       Anchor Value  \
0    6.0      Intermediate  Use software on a portable device to document ...   
1    6.0      Intermediate  Use software on a portable device to document ...   
2    6.0      Intermediate  Use software on a portable device to document ...   
3    6.0      Intermediate  Use software on a portable device to document ...   
4    6.0      Intermediate  Use software on a portable device to document ...   

                                     Technology Tool  
0  Accounting and financial management systems, A...  
1  Accounting and financial management systems, A...  
2  Accounting and financial management systems, A...  
3  Accounting and financial management systems, A...  
4  Accounting and financial management systems, A...

for col in merged_df.columns:
    empty_count = merged_df[col].isnull().sum()
    print(f"Column '{col}': {empty_count} empty values")

Column 'Occupation Type': 0 empty values
Column 'ANZSCO Code': 0 empty values
Column 'ANZSCO Title': 0 empty values
Column 'Specialist Task': 0 empty values
Column 'Specialist Cluster': 0 empty values
Column 'Cluster Family': 0 empty values
Column 'Skills Statement': 0 empty values
Column 'Core Competency': 0 empty values
Column 'Score': 0 empty values
Column 'Proficiency Level': 0 empty values
Column 'Anchor Value': 0 empty values
Column 'Technology Tool': 2653 empty values

# Identify rows with missing 'Technology Tool' values
missing_tech_tool_rows = merged_df[merged_df['Technology Tool'].isnull()]

# Iterate through missing rows and try to find a match in technology_tools_df
for index, row in missing_tech_tool_rows.iterrows():
    # Find matching entries in technology_tools_df
    matched_tools = technology_tools_df[
        (technology_tools_df['Occupation Type'] == row['Occupation Type']) &
        (technology_tools_df['ANZSCO Title'] == row['ANZSCO Title'])
    ]['Technology Tool'].dropna().unique()  # Drop NaN values and get unique tools

    # If matches are found, update 'Technology Tool' column in merged_df
    if len(matched_tools) > 0:
        merged_df.at[index, 'Technology Tool'] = ', '.join(matched_tools)

# Verify if missing values are reduced
empty_count_after_filling = merged_df['Technology Tool'].isnull().sum()
print(f"After filling missing values, empty 'Technology Tool' count: {empty_count_after_filling}")

After filling missing values, empty 'Technology Tool' count: 2653

# Step 1: Standardize column values (strip spaces, lowercase)
merged_df['Occupation Type'] = merged_df['Occupation Type'].str.strip().str.lower()
merged_df['ANZSCO Title'] = merged_df['ANZSCO Title'].str.strip().str.lower()
technology_tools_df['Occupation Type'] = technology_tools_df['Occupation Type'].str.strip().str.lower()
technology_tools_df['ANZSCO Title'] = technology_tools_df['ANZSCO Title'].str.strip().str.lower()

# Step 2: Re-attempt merging
technology_tools_aggregated = technology_tools_df.groupby(['Occupation Type', 'ANZSCO Title'])['Technology Tool']\
                                                 .apply(lambda x: ', '.join(x.dropna().unique())).reset_index()

# Step 3: Merge again
merged_df = pd.merge(merged_df, technology_tools_aggregated, on=['Occupation Type', 'ANZSCO Title'], how='left', suffixes=('', '_new'))

# Step 4: Fill missing Technology Tools from re-merged column
merged_df['Technology Tool'] = merged_df['Technology Tool'].fillna(merged_df['Technology Tool_new'])

# Drop helper column after merging
merged_df.drop(columns=['Technology Tool_new'], inplace=True)

# Step 5: Identify remaining missing values
missing_tech_tool_rows = merged_df[merged_df['Technology Tool'].isnull()]

# Step 6: Debug - Check if missing job titles exist in technology_tools_df
missing_titles = missing_tech_tool_rows[['Occupation Type', 'ANZSCO Title']].drop_duplicates()
unmatched_titles = missing_titles.merge(technology_tools_df[['Occupation Type', 'ANZSCO Title']],
                                        on=['Occupation Type', 'ANZSCO Title'],
                                        how='left', indicator=True)

# Print titles that don't exist in technology_tools_df
print("Job titles that are missing in technology_tools_df:")
print(unmatched_titles[unmatched_titles['_merge'] == 'left_only'])

# Step 7: Final Check - Print remaining empty values count
empty_count_after_filling = merged_df['Technology Tool'].isnull().sum()
print(f"\nAfter second attempt, empty 'Technology Tool' count: {empty_count_after_filling}")

Job titles that are missing in technology_tools_df:
    Occupation Type                                       ANZSCO Title  \
0          anzsco 4                         horticultural crop growers   
1          anzsco 4      amusement, fitness and sports centre managers   
2          anzsco 4                     marine transport professionals   
3          anzsco 4  other health diagnostic and promotion professi...   
4          anzsco 4     welfare, recreation and community arts workers   
..              ...                                                ...   
137        anzsco 6                          vending machine attendant   
138        anzsco 6                                 car park attendant   
139        anzsco 6                                crossing supervisor   
140        anzsco 6  electrical or telecommunications trades assistant   
141        anzsco 6                          ticket collector or usher   

        _merge  
0    left_only  
1    left_only  
2    left_only  
3    left_only  
4    left_only  
..         ...  
137  left_only  
138  left_only  
139  left_only  
140  left_only  
141  left_only  

[142 rows x 3 columns]

After second attempt, empty 'Technology Tool' count: 2572

merged_df.head()

!pip install fuzzywuzzy
!pip install python-Levenshtein

Collecting fuzzywuzzy
  Downloading fuzzywuzzy-0.18.0-py2.py3-none-any.whl.metadata (4.9 kB)
Downloading fuzzywuzzy-0.18.0-py2.py3-none-any.whl (18 kB)
Installing collected packages: fuzzywuzzy
Successfully installed fuzzywuzzy-0.18.0
Collecting python-Levenshtein
  Downloading python_levenshtein-0.27.1-py3-none-any.whl.metadata (3.7 kB)
Collecting Levenshtein==0.27.1 (from python-Levenshtein)
  Downloading levenshtein-0.27.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.6 kB)
Collecting rapidfuzz<4.0.0,>=3.9.0 (from Levenshtein==0.27.1->python-Levenshtein)
  Downloading rapidfuzz-3.12.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)
Downloading python_levenshtein-0.27.1-py3-none-any.whl (9.4 kB)
Downloading levenshtein-0.27.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (161 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 161.7/161.7 kB 3.8 MB/s eta 0:00:00
Downloading rapidfuzz-3.12.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.1/3.1 MB 43.9 MB/s eta 0:00:00
Installing collected packages: rapidfuzz, Levenshtein, python-Levenshtein
Successfully installed Levenshtein-0.27.1 python-Levenshtein-0.27.1 rapidfuzz-3.12.2

from fuzzywuzzy import process

# Function to find closest matching job title
def find_closest_job(title, job_list):
    match, score = process.extractOne(title, job_list)
    return match if score > 80 else None  # Return only if similarity score > 80%

# Get unique job titles from technology_tools_df
existing_jobs = technology_tools_df['ANZSCO Title'].unique()

# Iterate through missing job titles and find closest matches
missing_tech_tool_rows = merged_df[merged_df['Technology Tool'].isnull()].copy()

for index, row in missing_tech_tool_rows.iterrows():
    closest_match = find_closest_job(row['ANZSCO Title'], existing_jobs)

    if closest_match:
        # Find corresponding technology tool for the closest matched job title
        matched_tools = technology_tools_df[technology_tools_df['ANZSCO Title'] == closest_match]['Technology Tool'].dropna().unique()

        if len(matched_tools) > 0:
            merged_df.at[index, 'Technology Tool'] = ', '.join(matched_tools)

# Final Check - Count remaining empty values
empty_count_final = merged_df['Technology Tool'].isnull().sum()
print(f"After fuzzy matching, empty 'Technology Tool' count: {empty_count_final}")

After fuzzy matching, empty 'Technology Tool' count: 713

# Assign "No Specific Tools" to remaining missing values
merged_df['Technology Tool'].fillna("No Specific Tools", inplace=True)

# Final check on missing values
empty_count_final = merged_df['Technology Tool'].isnull().sum()
print(f"After assigning default values, empty 'Technology Tool' count: {empty_count_final}")

After assigning default values, empty 'Technology Tool' count: 0

<ipython-input-38-6cf7402ffb4c>:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  merged_df['Technology Tool'].fillna("No Specific Tools", inplace=True)

# Drop the specified column from occupation_descriptions_df
occupation_descriptions_df = occupation_descriptions_df.drop(columns=['Sub-Profile Code'], errors='ignore')

# Display the updated DataFrame (optional)
occupation_descriptions_df.head()

occupation_descriptions_df.shape

(1650, 4)

import pandas as pd

# Assuming merged_df is already loaded and contains the results from previous merging processes

# Perform the merge to add 'ANZSCO Description'
merged_df = pd.merge(merged_df, occupation_descriptions_df[['Occupation Type', 'ANZSCO Title', 'ANZSCO Description']],
                     on=['Occupation Type', 'ANZSCO Title'],
                     how='left')

# Now, merged_df will have an additional column 'ANZSCO Description' from occupation_descriptions_df
# This column contains descriptions based on the matched 'Occupation Type' and 'ANZSCO Title'

# Print the first few rows to verify the new structure and content


# Optionally, check the number of rows to ensure they haven't increased
print("Number of rows in the merged DataFrame:", len(merged_df))
merged_df.head()

Number of rows in the merged DataFrame: 23882

try:
    merged_df = merged_df.drop(columns=['ANZSCO Description_y', 'ANZSCO Description'])
except KeyError as e:
    print(f"Column not found: {e}")

Column not found: "['ANZSCO Description'] not found in axis"

for col in merged_df.columns:
    empty_count = merged_df[col].isnull().sum()
    print(f"Column '{col}': {empty_count} empty values")

Column 'Occupation Type': 0 empty values
Column 'ANZSCO Code': 0 empty values
Column 'ANZSCO Title': 0 empty values
Column 'Specialist Task': 0 empty values
Column 'Specialist Cluster': 0 empty values
Column 'Cluster Family': 0 empty values
Column 'Skills Statement': 0 empty values
Column 'Core Competency': 0 empty values
Column 'Score': 0 empty values
Column 'Proficiency Level': 0 empty values
Column 'Anchor Value': 0 empty values
Column 'Technology Tool': 0 empty values
Column 'ANZSCO Description_x': 23882 empty values
Column 'Technology Tool Description': 0 empty values
Column 'Technology Tool Extended Description': 0 empty values
Column 'Technology Tool Category': 0 empty values
Column 'Technology Tool Category Description': 0 empty values
Column 'Processed_Skills_Manual': 0 empty values
Column 'bigrams': 0 empty values
Column 'trigrams': 0 empty values
Column 'description_length': 0 empty values
Column 'ner': 0 empty values
Column 'lemmatized': 0 empty values
Column 'pos_tags': 0 empty values
Column 'sentiment': 0 empty values
Column 'sentiment_polarity': 23882 empty values
Column 'ANZSCO Description_y': 23882 empty values

try:
    merged_df = merged_df.rename(columns={'ANZSCO Description_x': 'ANZSCO Description'})
except KeyError as e:
    print(f"Column not found: {e}")

merged_df.head()

merged_df.shape

(23882, 13)

tech_tools_hierarchy_df.head()

nan_count = merged_df['Technology Tool'].isnull().sum()
print(f"Number of NaN values in 'Technology Tool' column: {nan_count}")

Number of NaN values in 'Technology Tool' column: 0

tech_tools_hierarchy_df.columns.tolist()

['Technology Tool Category',
 'Technology Tool Category Description',
 'Technology Tool',
 'Technology Tool Description',
 'Technology Tool Extended Description']

# Step 1: Ensure both dataframes are sorted for sequential traversal
merged_df = merged_df.sort_values(by=['Technology Tool']).reset_index(drop=True)
tech_tools_hierarchy_df = tech_tools_hierarchy_df.sort_values(by=['Technology Tool']).reset_index(drop=True)

# Step 2: Initialize index for tracking tech_tools_hierarchy_df
tech_index = 0

# Step 3: Iterate through merged_df and match 'Technology Tool' with tech_tools_hierarchy_df
for i in range(len(merged_df)):
    while tech_index < len(tech_tools_hierarchy_df) and merged_df.loc[i, 'Technology Tool'] == tech_tools_hierarchy_df.loc[tech_index, 'Technology Tool']:
        # Assign values from tech_tools_hierarchy_df to merged_df
        merged_df.at[i, 'Technology Tool Description'] = tech_tools_hierarchy_df.loc[tech_index, 'Technology Tool Description']
        merged_df.at[i, 'Technology Tool Extended Description'] = tech_tools_hierarchy_df.loc[tech_index, 'Technology Tool Extended Description']
        merged_df.at[i, 'Technology Tool Category'] = tech_tools_hierarchy_df.loc[tech_index, 'Technology Tool Category']
        merged_df.at[i, 'Technology Tool Category Description'] = tech_tools_hierarchy_df.loc[tech_index, 'Technology Tool Category Description']

        tech_index += 1  # Move to the next entry in tech_tools_hierarchy_df

    # Reset tech_index when end is reached
    if tech_index >= len(tech_tools_hierarchy_df):
        tech_index = 0

# Step 4: Fill remaining missing values with "Not Available" to ensure no NaN values
columns_to_fill = ['Technology Tool Description', 'Technology Tool Extended Description',
                   'Technology Tool Category', 'Technology Tool Category Description']
merged_df[columns_to_fill] = merged_df[columns_to_fill].fillna("Not Available")

merged_df.shape

(23882, 17)

merged_df.columns.tolist()

['Occupation Type',
 'ANZSCO Code',
 'ANZSCO Title',
 'Specialist Task',
 'Specialist Cluster',
 'Cluster Family',
 'Skills Statement',
 'Core Competency',
 'Score',
 'Proficiency Level',
 'Anchor Value',
 'Technology Tool',
 'ANZSCO Description',
 'Technology Tool Description',
 'Technology Tool Extended Description',
 'Technology Tool Category',
 'Technology Tool Category Description']

merged_df.shape

(23882, 17)

merged_df.head()

# Calculate the ratio of missing values for specific columns
columns_to_check = ['Technology Tool Category', 'Technology Tool Category Description', 'Technology Tool Description', 'Technology Tool Extended Description']
total_rows = len(merged_df)

for column in columns_to_check:
    missing_count = merged_df[column].isnull().sum()
    missing_ratio = missing_count / total_rows
    print(f"Ratio of missing values in '{column}': {missing_ratio:.4f}")

Ratio of missing values in 'Technology Tool Category': 0.0000
Ratio of missing values in 'Technology Tool Category Description': 0.0000
Ratio of missing values in 'Technology Tool Description': 0.0000
Ratio of missing values in 'Technology Tool Extended Description': 0.0000

# Assuming 'merged_df' is the DataFrame you want to export
merged_df.to_csv('merged_data.csv', index=False)  # Set index=False to avoid saving row indices

import pandas as pd

url = "https://raw.githubusercontent.com/saifrahmania/Data36118/refs/heads/main/Assignment1/Data/merged_data.csv"
data = pd.read_csv(url)
# Display dataset shape
print("Dataset Shape:", data.shape)

# Check for missing values
print("Missing Values:\n", data.isnull().sum())

# Inspect the first few rows
print("First Few Rows:\n", data.head())

Dataset Shape: (23882, 17)
Missing Values:
 Occupation Type                         0
ANZSCO Code                             0
ANZSCO Title                            0
Specialist Task                         0
Specialist Cluster                      0
Cluster Family                          0
Skills Statement                        0
Core Competency                         0
Score                                   0
Proficiency Level                       0
Anchor Value                            0
ANZSCO Description                      0
Technology Tool                         0
Technology Tool Category                0
Technology Tool Category Description    0
Technology Tool Description             0
Technology Tool Extended Description    0
dtype: int64
First Few Rows:
   Occupation Type  ANZSCO Code        ANZSCO Title  \
0        anzsco 6       394211  furniture finisher   
1        anzsco 6       394211  furniture finisher   
2        anzsco 6       394211  furniture finisher   
3        anzsco 6       394211  furniture finisher   
4        anzsco 6       394211  furniture finisher   

                               Specialist Task  \
0             Grind materials, parts, or items   
1            Select production input materials   
2                                 Treat timber   
3  Shape surfaces or edges of wood work pieces   
4               Repair furniture or upholstery   

                               Specialist Cluster  \
0  Operate production equipment and make products   
1      Manage construction or production projects   
2              Undertake woodworking or carpentry   
3              Undertake woodworking or carpentry   
4                      Repair parts or components   

                       Cluster Family  \
0  Production processes and machinery   
1         Work activities preparation   
2                        Construction   
3                        Construction   
4  Production processes and machinery   

                                    Skills Statement     Core Competency  \
0  Set up, adjust, and operate grinding tools or ...  Digital engagement   
1  Select appropriate production input materials ...  Digital engagement   
2  Treat timber in order to protect it from deter...  Digital engagement   
3  Form specific shapes, patterns, textures or ot...  Digital engagement   
4  Return functionality or desired appearance to ...  Digital engagement   

   Score Proficiency Level                                       Anchor Value  \
0    4.0      Intermediate  Recognise different ways to connect to the int...   
1    4.0      Intermediate  Recognise different ways to connect to the int...   
2    4.0      Intermediate  Recognise different ways to connect to the int...   
3    4.0      Intermediate  Recognise different ways to connect to the int...   
4    4.0      Intermediate  Recognise different ways to connect to the int...   

                                  ANZSCO Description  \
0  Applies finishes, such as stain, lacquer, pain...   
1  Applies finishes, such as stain, lacquer, pain...   
2  Applies finishes, such as stain, lacquer, pain...   
3  Applies finishes, such as stain, lacquer, pain...   
4  Applies finishes, such as stain, lacquer, pain...   

                               Technology Tool  \
0  Accounting and financial management systems   
1  Accounting and financial management systems   
2  Accounting and financial management systems   
3  Accounting and financial management systems   
4  Accounting and financial management systems   

                            Technology Tool Category  \
0  Financial management and service delivery plat...   
1  Financial management and service delivery plat...   
2  Financial management and service delivery plat...   
3  Financial management and service delivery plat...   
4  Financial management and service delivery plat...   

                Technology Tool Category Description  \
0  Systems to undertake financial management and ...   
1  Systems to undertake financial management and ...   
2  Systems to undertake financial management and ...   
3  Systems to undertake financial management and ...   
4  Systems to undertake financial management and ...   

                         Technology Tool Description  \
0  Software for managing accounts, inventory, and...   
1  Software for managing accounts, inventory, and...   
2  Software for managing accounts, inventory, and...   
3  Software for managing accounts, inventory, and...   
4  Software for managing accounts, inventory, and...   

                Technology Tool Extended Description  
0  Accounting and financial management systems en...  
1  Accounting and financial management systems en...  
2  Accounting and financial management systems en...  
3  Accounting and financial management systems en...  
4  Accounting and financial management systems en...

# Step 1.1: Load and Inspect Data
# Already loaded and inspected, so I will define the DataFrame variable name as 'df' to be used throughout the analysis.
df = data

# Step 1.2: Descriptive Statistics
# Count the number of unique skills, job roles (using ANZSCO Title), and industries (using Occupation Type).
unique_skills = df['Skills Statement'].nunique()
unique_job_roles = df['ANZSCO Title'].nunique()
unique_industries = df['Occupation Type'].nunique()

# Analyze the distribution of skills across different categories (Specialist Cluster).
skills_distribution = df['Specialist Cluster'].value_counts()

# Check the frequency of unique job titles and their variations.
job_titles_frequency = df['ANZSCO Title'].value_counts()

# Step 1.3: Handling Missing Data
# No missing data found from initial inspection. Confirming if any columns have missing data and need handling.
missing_data_check = df.isnull().any()

# Display results from Descriptive Statistics and Missing Data Check
unique_skills, unique_job_roles, unique_industries, skills_distribution.head(), job_titles_frequency.head(), missing_data_check

(1653,
 1101,
 2,
 Specialist Cluster
 Provide customer service and communicate information                 490
 Undertake or provide professional skill and knowledge development    444
 Inspect, test or maintain equipment or systems                       435
 Communicate or collaborate with others                               413
 Provide health care or administer medical treatment                  412
 Name: count, dtype: int64,
 ANZSCO Title
 web administrator                  45
 systems administrator              45
 dance teacher (private tuition)    44
 primary school teacher             43
 primary school teachers            43
 Name: count, dtype: int64,
 Occupation Type                         False
 ANZSCO Code                             False
 ANZSCO Title                            False
 Specialist Task                         False
 Specialist Cluster                      False
 Cluster Family                          False
 Skills Statement                        False
 Core Competency                         False
 Score                                   False
 Proficiency Level                       False
 Anchor Value                            False
 ANZSCO Description                      False
 Technology Tool                         False
 Technology Tool Category                False
 Technology Tool Category Description    False
 Technology Tool Description             False
 Technology Tool Extended Description    False
 dtype: bool)

import matplotlib.pyplot as plt
from sklearn.feature_extraction.text import CountVectorizer

# Step 2.1: Word Frequency Analysis
# Define a basic set of English stopwords manually as a fallback
manual_stopwords = {'and', 'the', 'to', 'of', 'a', 'in', 'for', 'on', 'with', 'as', 'by', 'is', 'that', 'it', 'from', 'this', 'be', 'which', 'or', 'are', 'was', 'will', 'at', 'an', 'have', 'not', 'their', 'has', 'can', 'all', 'any', 'if', 'but', 'they', 'you', 'your', 'one', 'what', 'some', 'other', 'such', 'into', 'do', 'also', 'use', 'used', 'using', 'up', 'out', 'about', 'than', 'more', 'its', 'each', 'when', 'how', 'like', 'these', 'just', 'his', 'her', 'over', 'who', 'them', 'get', 'may', 'new', 'would'}

# Update the text preprocessing function using the manual list of stopwords
def preprocess_text_manual(text):
    text = text.lower()
    text = ''.join([char for char in text if char.isalnum() or char.isspace()])
    tokens = [word for word in text.split() if word not in manual_stopwords]
    return ' '.join(tokens)

# Apply the updated text preprocessing
df['Processed_Skills_Manual'] = df['Skills Statement'].apply(preprocess_text_manual)

# Import CountVectorizer from sklearn
from sklearn.feature_extraction.text import CountVectorizer

# Count the most frequently used words again
vectorizer_manual = CountVectorizer()
word_matrix_manual = vectorizer_manual.fit_transform(df['Processed_Skills_Manual'])
word_counts_manual = word_matrix_manual.sum(axis=0)
words_freq_manual = [(word, word_counts_manual[0, idx]) for word, idx in vectorizer_manual.vocabulary_.items()]
words_freq_manual = sorted(words_freq_manual, key=lambda x: x[1], reverse=True)[:20]

# Displaying the words and their frequencies
print("Top 20 Most Frequent Words and Their Frequencies:")
for word, freq in words_freq_manual:
    print(f"{word}: {freq}")


# Create bar charts again with the updated data
words_manual, counts_manual = zip(*words_freq_manual)
plt.figure(figsize=(10, 8))
plt.bar(words_manual, counts_manual, color='blue')
plt.xlabel('Words')
plt.ylabel('Frequency')
plt.title('Top 20 Most Frequent Words in Skills Descriptions (Manual Stopwords)')
plt.xticks(rotation=90)
plt.show()

Top 20 Most Frequent Words and Their Frequencies:
ensure: 12778
equipment: 12227
relevant: 10932
information: 10188
order: 10023
work: 9310
requirements: 8498
include: 8473
safety: 7701
standards: 7494
procedures: 7070
involve: 5776
materials: 5392
activities: 5365
appropriate: 5354
data: 5328
regulations: 5322
technical: 4901
issues: 4748
health: 4207

# Step 2.2: N-Grams Analysis (Phrase Extraction)
# Using the preprocessed text to generate bigrams and trigrams

# Function to generate n-grams
def generate_ngrams(text, n=2):
    words = text.split()
    ngrams = zip(*[words[i:] for i in range(n)])
    return [' '.join(ngram) for ngram in ngrams]

# Apply the function to generate bigrams and trigrams
df['bigrams'] = df['Processed_Skills_Manual'].apply(generate_ngrams, n=2)
df['trigrams'] = df['Processed_Skills_Manual'].apply(generate_ngrams, n=3)

# Flatten the list of bigrams and trigrams to count frequency
all_bigrams = [bigram for sublist in df['bigrams'].tolist() for bigram in sublist]
all_trigrams = [trigram for sublist in df['trigrams'].tolist() for trigram in sublist]

# Count frequency of bigrams and trigrams
bigram_freq = pd.Series(all_bigrams).value_counts().head(20)
trigram_freq = pd.Series(all_trigrams).value_counts().head(20)

print("Top 20 Most Frequent Bigrams:")
print(bigram_freq)

print("\nTop 20 Most Frequent Trigrams:")
print(trigram_freq)

# Plot the top 20 bigrams
plt.figure(figsize=(10, 8))
bigram_freq.plot(kind='bar', color='green')
plt.title('Top 20 Most Frequent Bigrams in Skills Descriptions')
plt.xlabel('Bigrams')
plt.ylabel('Frequency')
plt.xticks(rotation=90)
plt.show()

# Plot the top 20 trigrams
plt.figure(figsize=(10, 8))
trigram_freq.plot(kind='bar', color='red')
plt.title('Top 20 Most Frequent Trigrams in Skills Descriptions')
plt.xlabel('Trigrams')
plt.ylabel('Frequency')
plt.xticks(rotation=90)
plt.show()

Top 20 Most Frequent Bigrams:
health safety            1917
relevant information     1557
order ensure             1410
work activities          1169
technical knowledge      1141
work health              1090
policies procedures      1086
specialist technical     1074
include providing        1016
regulations standards     975
safety standards          972
order determine           969
adhere relevant           946
select appropriate        940
relevant regulations      918
protective equipment      852
ensure safety             844
industry standards        843
personal protective       812
relevant standards        812
Name: count, dtype: int64

Top 20 Most Frequent Trigrams:
work health safety                1090
specialist technical knowledge     874
personal protective equipment      749
project management tasks           623
providing specialist technical     592
technical knowledge guidance       576
general project management         565
undertaking general project        565
include providing specialist       557
procedures further action          551
further action reporting           529
health safety standards            505
adhere relevant regulations        495
relevant regulations standards     492
information security privacy       467
follow operational procedures      451
materials resources equipment      439
supervision guidance direction     423
staff resource allocation          423
resource allocation providing      423
Name: count, dtype: int64

!pip install wordcloud

Requirement already satisfied: wordcloud in /usr/local/lib/python3.11/dist-packages (1.9.4)
Requirement already satisfied: numpy>=1.6.1 in /usr/local/lib/python3.11/dist-packages (from wordcloud) (1.26.4)
Requirement already satisfied: pillow in /usr/local/lib/python3.11/dist-packages (from wordcloud) (11.1.0)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from wordcloud) (3.10.0)
Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (1.3.1)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (4.56.0)
Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (1.4.8)
Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (24.2)
Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (3.2.1)
Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib->wordcloud) (2.9.0.post0)
Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.17.0)

# Step 2.3: Word Cloud Visualization
from wordcloud import WordCloud

# Function to generate a word cloud
def generate_word_cloud(text_series):
    text_combined = ' '.join(text_series)
    wordcloud = WordCloud(width=800, height=400, background_color='white').generate(text_combined)
    plt.figure(figsize=(10, 5))
    plt.imshow(wordcloud, interpolation='bilinear')
    plt.axis('off')
    plt.show()

# Generate word cloud for all skills descriptions
generate_word_cloud(df['Processed_Skills_Manual'])

# Step 2.4: Text Length Distribution
# Calculate the length of each skill description in words
df['description_length'] = df['Processed_Skills_Manual'].apply(lambda x: len(x.split()))

# Plot the histogram of description lengths
plt.figure(figsize=(10, 5))
plt.hist(df['description_length'], bins=30, color='purple', edgecolor='black')
plt.title('Distribution of Skills Description Lengths')
plt.xlabel('Length of Description (words)')
plt.ylabel('Frequency')
plt.show()

# Additionally, use a box plot to see the variation and outliers
plt.figure(figsize=(10, 5))
plt.boxplot(df['description_length'], vert=False)
plt.title('Box Plot of Skills Description Lengths')
plt.xlabel('Length of Description (words)')
plt.show()

from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.metrics.pairwise import cosine_similarity
from sklearn.decomposition import LatentDirichletAllocation
import numpy as np

# Step 3.1: TF-IDF Vectorization
# Limiting to top 1000 features for simplicity and using float32 for memory efficiency
tfidf_vectorizer = TfidfVectorizer(max_features=1000, dtype=np.float32)
tfidf_matrix = tfidf_vectorizer.fit_transform(df['Processed_Skills_Manual'])

# Get feature names to use as dataframe columns
tfidf_feature_names = tfidf_vectorizer.get_feature_names_out()

# Step 3.2: Cosine Similarity (Skill Matching)
# Measure similarity between skills using cosine similarity
# Computing cosine similarity in chunks to manage memory usage
def chunked_cosine_similarity(matrix, chunk_size=1000):
    cosine_sim = []
    for i in range(0, matrix.shape[0], chunk_size):
        cosine_sim.append(cosine_similarity(matrix[i:i+chunk_size], matrix))
    return np.vstack(cosine_sim)

cosine_sim_matrix = chunked_cosine_similarity(tfidf_matrix)

# Display part of the cosine similarity matrix
print(cosine_sim_matrix[:5, :5])  # Show the top-left corner of the matrix for brevity

# Step 3.3: Topic Modeling using Latent Dirichlet Allocation (LDA)
# Use LDA with batch_size for memory management
lda = LatentDirichletAllocation(n_components=5, random_state=0, learning_method='batch', batch_size=128)
lda.fit(tfidf_matrix)

# Function to display topics and their top words
def display_topics(model, feature_names, no_top_words):
    for topic_idx, topic in enumerate(model.components_):
        print("Topic %d:" % (topic_idx + 1))
        print(" ".join([feature_names[i] for i in topic.argsort()[:-no_top_words - 1:-1]]))

# Display the topics
display_topics(lda, tfidf_feature_names, 10)

[[1.         0.09233322 0.14015481 0.2647536  0.140082  ]
 [0.09233322 1.         0.09939328 0.03324211 0.        ]
 [0.14015481 0.09939328 1.         0.0833383  0.03711684]
 [0.2647536  0.03324211 0.0833383  0.99999994 0.33450142]
 [0.140082   0.         0.03711684 0.33450142 1.        ]]
Topic 1:
activities staff provide support providing ensure needs skills work learning
Topic 2:
order data materials information requirements equipment products determine analysis standards
Topic 3:
information relevant medical patient procedures equipment regulations ensure issues standards
Topic 4:
equipment work tools requirements ensure specifications order appropriate safety design
Topic 5:
equipment include materials data financial items business relevant products resources

import matplotlib.pyplot as plt
import numpy as np

# Assuming 'tfidf_matrix' and 'tfidf_feature_names' are defined
# Sum the TF-IDF scores for each term across all documents and ensure it's a flat array
sum_tfidf = np.sum(tfidf_matrix, axis=0).A1  # Use .A1 to flatten the matrix to a 1D array if it's a scipy sparse matrix

words = np.array(tfidf_feature_names)  # Feature names (words)
sorted_indices = np.argsort(sum_tfidf)[::-1]  # Sort by score
sorted_words = words[sorted_indices]
sorted_scores = sum_tfidf[sorted_indices]

# Option 1: Line Plot
plt.figure(figsize=(14, 7))
plt.plot(sorted_scores, marker='o', linestyle='-', color='b')
plt.title('TF-IDF Scores Distribution')
plt.ylabel('Summed TF-IDF Scores')
plt.xlabel('Word Index')
plt.grid(True)
plt.show()

# Option 2: Scatter Plot
plt.figure(figsize=(12, 8))
plt.scatter(range(len(sorted_words)), sorted_scores, color='blue')
top_n = 20  # Number of top words to annotate
for i in range(top_n):
    plt.annotate(sorted_words[i], (i, sorted_scores[i]), textcoords="offset points", xytext=(0,10), ha='center')
plt.title('Scatter Plot of TF-IDF Scores')
plt.xlabel('Words Index')
plt.ylabel('Summed TF-IDF Scores')
plt.show()

import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np

# Assuming 'cosine_sim_matrix' is already computed
# Define a smaller subset size for a more focused view
subset_size = 5  # Set to 5 for a 5x5 matrix

num_docs = cosine_sim_matrix.shape[0]

if num_docs > subset_size:
    # Choose a random subset of indices to reduce the dataset size
    np.random.seed(0)  # For reproducibility
    indices = np.random.choice(num_docs, subset_size, replace=False)
    sim_subset = cosine_sim_matrix[indices, :][:, indices]
else:
    sim_subset = cosine_sim_matrix  # Use the entire matrix if it's smaller than the subset size

# Plot the subset of the cosine similarity matrix
plt.figure(figsize=(8, 6))
sns.heatmap(sim_subset, annot=True, cmap='viridis', square=True)  # `annot=True` to show the similarity scores
plt.title('5x5 Cosine Similarity Matrix')
plt.xlabel('Document Index')
plt.ylabel('Document Index')
plt.show()

import matplotlib.pyplot as plt
import numpy as np

def plot_top_words(model, feature_names, n_top_words, title):
    fig, axes = plt.subplots(2, 3, figsize=(30, 15), sharex=True)
    axes = axes.flatten()
    for topic_idx, topic in enumerate(model.components_):
        top_features_ind = topic.argsort()[:-n_top_words - 1:-1]
        top_features = [feature_names[i] for i in top_features_ind]
        weights = topic[top_features_ind]

        ax = axes[topic_idx]
        ax.barh(top_features, weights, height=0.7)
        ax.set_title(f'Topic {topic_idx +1}',
                     fontdict={'fontsize': 30})
        ax.invert_yaxis()
        ax.tick_params(axis='both', which='major', labelsize=20)
        for i in 'top right left'.split():
            ax.spines[i].set_visible(False)
        fig.suptitle(title, fontsize=40)

    plt.subplots_adjust(top=0.90, bottom=0.05, wspace=0.90, hspace=0.3)
    plt.show()

# Assuming 'lda', 'tfidf_feature_names' are defined from your code
plot_top_words(lda, tfidf_feature_names, 10, 'Topics in LDA Model')

import matplotlib.pyplot as plt

# Group by 'Occupation Type' and count entries in each category
occupation_grouped = df['Occupation Type'].value_counts()

# Plotting the distribution of Occupation Types
plt.figure(figsize=(12, 6))
occupation_grouped.plot(kind='bar', color='skyblue')
plt.title('Distribution of Occupation Types')
plt.xlabel('Occupation Type')
plt.ylabel('Number of Entries')
plt.xticks(rotation=45, ha='right')
plt.show()

# Group skills by 'Occupation Type' and aggregate the unique skills in each category
industry_skills = df.groupby('Occupation Type')['Skills Statement'].nunique()

# Visualizing the number of unique skills per industry
plt.figure(figsize=(12, 6))
industry_skills.plot(kind='bar', color='lightgreen')
plt.title('Number of Unique Skills per Industry')
plt.xlabel('Industry')
plt.ylabel('Unique Skills Count')
plt.xticks(rotation=45, ha='right')
plt.show()

# Identify overlapping and unique skills across industries by creating sets of skills for each industry and comparing them
skills_sets = df.groupby('Occupation Type')['Skills Statement'].apply(set).to_dict()

# Example of comparing skills between two industries (replace 'Industry1' and 'Industry2' with actual industry names)
# This is assuming there are multiple industries, replace the keys with actual ones from your data
industries = list(skills_sets.keys())
if len(industries) > 1:
    common_skills = skills_sets[industries[0]].intersection(skills_sets[industries[1]])
    unique_skills = skills_sets[industries[0]].symmetric_difference(skills_sets[industries[1]])

    print(f"Common Skills in {industries[0]} and {industries[1]}: {len(common_skills)}")
    print(f"Unique Skills in {industries[0]} and {industries[1]}: {len(unique_skills)}")

Common Skills in anzsco 4 and anzsco 6: 1324
Unique Skills in anzsco 4 and anzsco 6: 329

import spacy
from spacy import displacy

# Load the English NLP model from spaCy
nlp = spacy.load("en_core_web_sm")

# Function to apply NER and extract entities
def extract_entities(text):
    doc = nlp(text)
    return [(ent.text, ent.label_) for ent in doc.ents]

# Apply the function to the 'Skills Statement' column
df['ner'] = df['Skills Statement'].apply(extract_entities)

# Print the first few entries with non-empty NER results
for index, ner_entries in enumerate(df['ner']):
    if ner_entries:  # Only display non-empty NER results
        print(f"Index {index}: {ner_entries}")
    if index > 20:  # Limit output to first 20 non-empty results
        break

Index 1: [('Evaluate', 'ORG')]
Index 16: [('Identify', 'ORG')]
Index 20: [('Java', 'PERSON')]

sample_text = df['Skills Statement'][10]  # Assuming the second entry has text suitable for demonstration
doc = nlp(sample_text)
displacy.render(doc, style='ent', jupyter=True)

/usr/local/lib/python3.11/dist-packages/spacy/displacy/__init__.py:213: UserWarning: [W006] No entities to visualize found in Doc object. If this is surprising to you, make sure the Doc was processed using a model that supports named entity recognition, and check the `doc.ents` property manually if necessary.
  warnings.warn(Warnings.W006)

import spacy
import pandas as pd

# Load the spaCy model
nlp = spacy.load("en_core_web_sm")

# Define the batch size and the total number of records to process
batch_size = 100
total_records = 5000  # process only the first 5000 records

# Function to process text in batches and generate dependency trees
def process_text_in_batches(data, batch_size):
    for start_idx in range(0, total_records, batch_size):
        end_idx = start_idx + batch_size
        # Ensure not to exceed the total number of records
        if end_idx > total_records:
            end_idx = total_records
        batch = data[start_idx:end_idx]

        # Process each document in the batch
        for doc in nlp.pipe(batch, disable=["ner", "lemmatizer"]):  # Disable unnecessary pipeline components
            for sent in doc.sents:
                tree = [(token.text, token.dep_, token.head.text) for token in sent]
                print("Sentence:", sent.text)
                for t in tree:
                    print(f"{t[0]} ({t[1]} -> {t[2]})")
                print("\n----------\n")  # Separate sentences for readability

# Slice the DataFrame to get only the required column and rows
data_slice = df['Skills Statement'].iloc[:total_records]

# Call the function with the sliced data
process_text_in_batches(data_slice, batch_size)

Streaming output truncated to the last 5000 lines.
order (pobj -> in)
to (aux -> design)
design (acl -> order)
and (cc -> design)
create (conj -> design)
a (det -> mural)
mural (dobj -> create)
that (nsubj -> meets)
meets (relcl -> mural)
the (det -> café)
café (poss -> needs)
’s (case -> café)
needs (dobj -> meets)
. (punct -> research)

----------

Sentence: Develop the creative vision or direction for a project, and/or concepts that align with it - for example, interfaces for multimedia products; interior environments; the look of product lines; displays or exhibits.
Develop (ROOT -> Develop)
the (det -> vision)
creative (amod -> vision)
vision (dobj -> Develop)
or (cc -> vision)
direction (conj -> vision)
for (prep -> Develop)
a (det -> project)
project (pobj -> for)
, (punct -> Develop)
and/or (cc -> Develop)
concepts (conj -> Develop)
that (nsubj -> align)
align (relcl -> concepts)
with (prep -> align)
it (pobj -> with)
- (punct -> concepts)
for (prep -> concepts)
example (pobj -> for)
, (punct -> concepts)
interfaces (meta -> ,)
for (prep -> interfaces)
multimedia (compound -> products)
products (pobj -> for)
; (punct -> interfaces)
interior (amod -> environments)
environments (conj -> Develop)
; (punct -> environments)
the (det -> look)
look (conj -> environments)
of (prep -> look)
product (compound -> lines)
lines (pobj -> of)
; (punct -> look)
displays (conj -> look)
or (cc -> displays)
exhibits (conj -> displays)
. (punct -> Develop)

----------

Sentence: Set up and operate still or video cameras or photography equipment (including tripods, lenses, mounts, colour correction cards and batteries).
Set (ROOT -> Set)
up (prt -> Set)
and (cc -> Set)
operate (conj -> Set)
still (advmod -> operate)
or (cc -> still)
video (compound -> cameras)
cameras (conj -> still)
or (cc -> cameras)
photography (compound -> equipment)
equipment (conj -> cameras)
( (punct -> equipment)
including (prep -> equipment)
tripods (pobj -> including)
, (punct -> tripods)
lenses (conj -> tripods)
, (punct -> lenses)
mounts (conj -> lenses)
, (punct -> mounts)
colour (compound -> correction)
correction (compound -> cards)
cards (conj -> mounts)
and (cc -> cards)
batteries (conj -> cards)
) (punct -> Set)
. (punct -> Set)

----------

Sentence: Select, assemble, and position cameras, lenses, and relevant equipment, and test equipment prior to use.
Select (ROOT -> Select)
, (punct -> assemble)
assemble (conj -> Select)
, (punct -> assemble)
and (cc -> assemble)
position (compound -> cameras)
cameras (conj -> Select)
, (punct -> cameras)
lenses (conj -> cameras)
, (punct -> lenses)
and (cc -> lenses)
relevant (amod -> equipment)
equipment (conj -> lenses)
, (punct -> equipment)
and (cc -> equipment)
test (compound -> equipment)
equipment (conj -> equipment)
prior (advmod -> Select)
to (aux -> use)
use (xcomp -> Select)
. (punct -> Select)

----------

Sentence: Check that memory cards have adequate storage or film rolls have enough shots or footage space.
Check (ROOT -> Check)
that (det -> cards)
memory (compound -> cards)
cards (nsubj -> have)
have (ccomp -> Check)
adequate (amod -> storage)
storage (nsubj -> have)
or (cc -> storage)
film (compound -> rolls)
rolls (conj -> storage)
have (ccomp -> have)
enough (amod -> shots)
shots (dobj -> have)
or (cc -> shots)
footage (compound -> space)
space (conj -> shots)
. (punct -> Check)

----------

Sentence: Alter exposure, aperture, shutter speed and framing in order to achieve optimal results where images are clear, focused and adhere to project specifications or clients’ requirements.
Alter (compound -> exposure)
exposure (ROOT -> exposure)
, (punct -> exposure)
aperture (amod -> exposure)
, (punct -> aperture)
shutter (compound -> speed)
speed (conj -> aperture)
and (cc -> speed)
framing (conj -> speed)
in (prep -> exposure)
order (pobj -> in)
to (aux -> achieve)
achieve (acl -> order)
optimal (amod -> results)
results (dobj -> achieve)
where (advmod -> are)
images (nsubj -> are)
are (relcl -> results)
clear (advmod -> focused)
, (punct -> focused)
focused (acomp -> are)
and (cc -> focused)
adhere (conj -> focused)
to (aux -> project)
project (advcl -> adhere)
specifications (dobj -> project)
or (cc -> specifications)
clients (poss -> requirements)
’ (case -> clients)
requirements (conj -> specifications)
. (punct -> exposure)

----------

Sentence: Adjust the placement of props or subjects to ensure appropriate use of depth of field, lighting, and the environment.
Adjust (ROOT -> Adjust)
the (det -> placement)
placement (dobj -> Adjust)
of (prep -> placement)
props (pobj -> of)
or (cc -> props)
subjects (conj -> props)
to (aux -> ensure)
ensure (advcl -> Adjust)
appropriate (amod -> use)
use (dobj -> ensure)
of (prep -> use)
depth (pobj -> of)
of (prep -> depth)
field (pobj -> of)
, (punct -> use)
lighting (conj -> use)
, (punct -> lighting)
and (cc -> lighting)
the (det -> environment)
environment (conj -> lighting)
. (punct -> Adjust)

----------

Sentence: Determine the technical requirements in order to create successful artistic or audiovisual productions or projects.
Determine (ROOT -> Determine)
the (det -> requirements)
technical (amod -> requirements)
requirements (dobj -> Determine)
in (prep -> Determine)
order (pobj -> in)
to (aux -> create)
create (acl -> order)
successful (amod -> productions)
artistic (amod -> productions)
or (cc -> artistic)
audiovisual (conj -> artistic)
productions (dobj -> create)
or (cc -> productions)
projects (conj -> productions)
. (punct -> Determine)

----------

Sentence: Review scripts, storyboards, direction from producers, directors or leaders, and other information sources to ensure understanding of project and determine work requirements.
Review (compound -> scripts)
scripts (ROOT -> scripts)
, (punct -> scripts)
storyboards (nmod -> direction)
, (punct -> storyboards)
direction (appos -> scripts)
from (prep -> direction)
producers (pobj -> from)
, (punct -> producers)
directors (conj -> producers)
or (cc -> directors)
leaders (conj -> directors)
, (punct -> direction)
and (cc -> direction)
other (amod -> sources)
information (compound -> sources)
sources (conj -> direction)
to (aux -> ensure)
ensure (acl -> scripts)
understanding (dobj -> ensure)
of (prep -> understanding)
project (pobj -> of)
and (cc -> ensure)
determine (conj -> ensure)
work (compound -> requirements)
requirements (dobj -> determine)
. (punct -> scripts)

----------

Sentence: These may include the required materials, resources, equipment, tools, machinery, timeframes, dependencies, procedures, processes, sequences, or methods to deliver the required outcome.
These (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> materials)
required (amod -> materials)
materials (dobj -> include)
, (punct -> materials)
resources (conj -> materials)
, (punct -> resources)
equipment (conj -> resources)
, (punct -> equipment)
tools (conj -> equipment)
, (punct -> tools)
machinery (conj -> tools)
, (punct -> machinery)
timeframes (conj -> machinery)
, (punct -> timeframes)
dependencies (conj -> timeframes)
, (punct -> dependencies)
procedures (conj -> dependencies)
, (punct -> procedures)
processes (conj -> procedures)
, (punct -> processes)
sequences (conj -> processes)
, (punct -> sequences)
or (cc -> sequences)
methods (conj -> sequences)
to (aux -> deliver)
deliver (xcomp -> include)
the (det -> outcome)
required (amod -> outcome)
outcome (dobj -> deliver)
. (punct -> include)

----------

Sentence: Play chords, notes, melodies, or rhythms on musical instruments in order to perform for audiences, rehearsals and recordings or demonstrate how to play or use instruments for customers or students.
Play (ROOT -> Play)
chords (dobj -> Play)
, (punct -> chords)
notes (conj -> chords)
, (punct -> notes)
melodies (conj -> notes)
, (punct -> melodies)
or (cc -> melodies)
rhythms (conj -> melodies)
on (prep -> rhythms)
musical (amod -> instruments)
instruments (pobj -> on)
in (prep -> Play)
order (pobj -> in)
to (aux -> perform)
perform (acl -> order)
for (prep -> perform)
audiences (pobj -> for)
, (punct -> audiences)
rehearsals (conj -> audiences)
and (cc -> rehearsals)
recordings (conj -> rehearsals)
or (cc -> perform)
demonstrate (conj -> perform)
how (advmod -> play)
to (aux -> play)
play (xcomp -> demonstrate)
or (cc -> play)
use (conj -> play)
instruments (dobj -> use)
for (prep -> instruments)
customers (pobj -> for)
or (cc -> customers)
students (conj -> customers)
. (punct -> Play)

----------

Sentence: Account for the required projection, tone, and artistic direction of the project.
Account (ROOT -> Account)
for (prep -> Account)
the (det -> direction)
required (amod -> projection)
projection (nmod -> direction)
, (punct -> projection)
tone (conj -> projection)
, (punct -> tone)
and (cc -> tone)
artistic (amod -> direction)
direction (pobj -> for)
of (prep -> direction)
the (det -> project)
project (pobj -> of)
. (punct -> Account)

----------

Sentence: It may be appropriate to play in time to a metronome, read from sheet music or tabs, coordinate with other musicians, or provide prompts to musicians learning their parts.
It (nsubj -> be)
may (aux -> be)
be (ROOT -> be)
appropriate (acomp -> be)
to (aux -> play)
play (xcomp -> be)
in (prep -> play)
time (pobj -> in)
to (prep -> play)
a (det -> metronome)
metronome (pobj -> to)
, (punct -> be)
read (advcl -> be)
from (prep -> read)
sheet (compound -> music)
music (pobj -> from)
or (cc -> music)
tabs (conj -> music)
, (punct -> read)
coordinate (conj -> read)
with (prep -> coordinate)
other (amod -> musicians)
musicians (pobj -> with)
, (punct -> coordinate)
or (cc -> coordinate)
provide (conj -> coordinate)
prompts (dobj -> provide)
to (dative -> provide)
musicians (pobj -> to)
learning (acl -> musicians)
their (poss -> parts)
parts (dobj -> learning)
. (punct -> be)

----------

Sentence: Have discussions with customers, clients, or designers to determine or check the features, details, requirements, preferences, expectations, and other specifications of a product, good, or service.
Have (ROOT -> Have)
discussions (dobj -> Have)
with (prep -> discussions)
customers (pobj -> with)
, (punct -> customers)
clients (conj -> customers)
, (punct -> clients)
or (cc -> clients)
designers (conj -> clients)
to (aux -> determine)
determine (acl -> discussions)
or (cc -> determine)
check (conj -> determine)
the (det -> features)
features (dobj -> check)
, (punct -> features)
details (conj -> features)
, (punct -> details)
requirements (conj -> details)
, (punct -> requirements)
preferences (conj -> requirements)
, (punct -> preferences)
expectations (conj -> preferences)
, (punct -> expectations)
and (cc -> expectations)
other (amod -> specifications)
specifications (conj -> expectations)
of (prep -> specifications)
a (det -> product)
product (pobj -> of)
, (punct -> product)
good (conj -> product)
, (punct -> good)
or (cc -> good)
service (conj -> good)
. (punct -> Have)

----------

Sentence: This may involve negotiating to agree on details that are reasonable for applicable timeframes, budgets, standards, or safety requirements; presenting updates, design modifications or progress; explaining processes or procedures; and ensuring final output meets needs or requests.
This (nsubj -> involve)
may (aux -> involve)
involve (ccomp -> meets)
negotiating (xcomp -> involve)
to (aux -> agree)
agree (xcomp -> negotiating)
on (prep -> agree)
details (pobj -> on)
that (nsubj -> are)
are (relcl -> details)
reasonable (acomp -> are)
for (prep -> reasonable)
applicable (amod -> timeframes)
timeframes (pobj -> for)
, (punct -> timeframes)
budgets (conj -> timeframes)
, (punct -> budgets)
standards (conj -> budgets)
, (punct -> standards)
or (cc -> standards)
safety (compound -> requirements)
requirements (conj -> standards)
; (punct -> meets)
presenting (amod -> updates)
updates (nsubj -> meets)
, (punct -> updates)
design (compound -> modifications)
modifications (conj -> updates)
or (cc -> modifications)
progress (conj -> modifications)
; (punct -> updates)
explaining (csubj -> meets)
processes (dobj -> explaining)
or (cc -> processes)
procedures (conj -> processes)
; (punct -> explaining)
and (cc -> explaining)
ensuring (conj -> explaining)
final (amod -> output)
output (dobj -> ensuring)
meets (ROOT -> meets)
needs (dobj -> meets)
or (cc -> needs)
requests (conj -> needs)
. (punct -> meets)

----------

Sentence: Attach decorative or functional accessories or fittings (such as buttons, handles, hooks, or zippers) to products in order to enhance usability or functionality, support accessibility needs, or create an aesthetically pleasing effect.
Attach (ROOT -> Attach)
decorative (amod -> accessories)
or (cc -> decorative)
functional (conj -> decorative)
accessories (dobj -> Attach)
or (cc -> accessories)
fittings (conj -> accessories)
( (punct -> fittings)
such (amod -> as)
as (prep -> fittings)
buttons (pobj -> as)
, (punct -> buttons)
handles (conj -> buttons)
, (punct -> handles)
hooks (conj -> handles)
, (punct -> hooks)
or (cc -> hooks)
zippers (conj -> hooks)
) (punct -> accessories)
to (prep -> Attach)
products (pobj -> to)
in (prep -> Attach)
order (pobj -> in)
to (aux -> enhance)
enhance (acl -> order)
usability (dobj -> enhance)
or (cc -> usability)
functionality (conj -> usability)
, (punct -> Attach)
support (conj -> Attach)
accessibility (compound -> needs)
needs (dobj -> support)
, (punct -> support)
or (cc -> support)
create (conj -> support)
an (det -> effect)
aesthetically (advmod -> pleasing)
pleasing (amod -> effect)
effect (dobj -> create)
. (punct -> Attach)

----------

Sentence: This may involve reviewing designs, conferring with customers to review their needs or preferences, selecting appropriate accessories and methods for attachment (such as adhesives, fastenings, welding, or stitching), and checking products to ensure functionality and quality.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
reviewing (amod -> designs)
designs (dobj -> involve)
, (punct -> involve)
conferring (advcl -> involve)
with (prep -> conferring)
customers (pobj -> with)
to (aux -> review)
review (advcl -> conferring)
their (poss -> needs)
needs (dobj -> review)
or (cc -> needs)
preferences (conj -> needs)
, (punct -> review)
selecting (conj -> conferring)
appropriate (amod -> accessories)
accessories (dobj -> selecting)
and (cc -> accessories)
methods (conj -> accessories)
for (prep -> accessories)
attachment (pobj -> for)
( (punct -> accessories)
such (amod -> as)
as (prep -> accessories)
adhesives (pobj -> as)
, (punct -> adhesives)
fastenings (conj -> adhesives)
, (punct -> fastenings)
welding (conj -> fastenings)
, (punct -> welding)
or (cc -> welding)
stitching (conj -> welding)
) (punct -> accessories)
, (punct -> involve)
and (cc -> involve)
checking (conj -> involve)
products (dobj -> checking)
to (aux -> ensure)
ensure (advcl -> checking)
functionality (dobj -> ensure)
and (cc -> functionality)
quality (conj -> functionality)
. (punct -> involve)

----------

Sentence: Estimate the costs of goods, services, or materials by considering factors such as labour, production, transportation, or procurement expenses.
Estimate (ROOT -> Estimate)
the (det -> costs)
costs (dobj -> Estimate)
of (prep -> costs)
goods (pobj -> of)
, (punct -> goods)
services (conj -> goods)
, (punct -> services)
or (cc -> services)
materials (conj -> services)
by (prep -> Estimate)
considering (pcomp -> by)
factors (dobj -> considering)
such (amod -> as)
as (prep -> factors)
labour (pobj -> as)
, (punct -> labour)
production (conj -> labour)
, (punct -> production)
transportation (conj -> production)
, (punct -> transportation)
or (cc -> transportation)
procurement (compound -> expenses)
expenses (conj -> transportation)
. (punct -> Estimate)

----------

Sentence: Utilise cost estimation techniques, undertake research, and consider recent trends and historical data to develop accurate and realistic cost projections.
Utilise (compound -> techniques)
cost (compound -> techniques)
estimation (compound -> techniques)
techniques (nsubj -> undertake)
, (punct -> techniques)
undertake (ROOT -> undertake)
research (dobj -> undertake)
, (punct -> undertake)
and (cc -> undertake)
consider (conj -> undertake)
recent (amod -> trends)
trends (dobj -> consider)
and (cc -> trends)
historical (amod -> data)
data (conj -> trends)
to (aux -> develop)
develop (advcl -> consider)
accurate (amod -> projections)
and (cc -> accurate)
realistic (conj -> accurate)
cost (compound -> projections)
projections (dobj -> develop)
. (punct -> undertake)

----------

Sentence: Return functionality, structural integrity or desired appearance to textiles or apparel by mending damage (including sewing, patching, refinishing leather) or replacing components (such as zips, buttons, or heels).
Return (ROOT -> Return)
functionality (dobj -> Return)
, (punct -> functionality)
structural (amod -> integrity)
integrity (conj -> functionality)
or (cc -> integrity)
desired (amod -> appearance)
appearance (conj -> integrity)
to (prep -> appearance)
textiles (pobj -> to)
or (cc -> textiles)
apparel (conj -> textiles)
by (prep -> Return)
mending (pcomp -> by)
damage (dobj -> mending)
( (punct -> damage)
including (prep -> damage)
sewing (pobj -> including)
, (punct -> sewing)
patching (conj -> sewing)
, (punct -> patching)
refinishing (amod -> leather)
leather (appos -> sewing)
) (punct -> sewing)
or (cc -> sewing)
replacing (conj -> sewing)
components (dobj -> replacing)
( (punct -> components)
such (amod -> as)
as (prep -> components)
zips (pobj -> as)
, (punct -> zips)
buttons (conj -> zips)
, (punct -> buttons)
or (cc -> buttons)
heels (conj -> buttons)
) (punct -> Return)
. (punct -> Return)

----------

Sentence: Exchange relevant knowledge, ideas, or insights with colleagues in order to support collaboration, effective work processes, informed decision-making and ongoing learning.
Exchange (advcl -> processes)
relevant (amod -> knowledge)
knowledge (dobj -> Exchange)
, (punct -> knowledge)
ideas (conj -> knowledge)
, (punct -> ideas)
or (cc -> ideas)
insights (conj -> ideas)
with (prep -> insights)
colleagues (pobj -> with)
in (prep -> Exchange)
order (pobj -> in)
to (aux -> support)
support (acl -> order)
collaboration (dobj -> support)
, (punct -> processes)
effective (amod -> processes)
work (compound -> processes)
processes (ROOT -> processes)
, (punct -> processes)
informed (amod -> making)
decision (compound -> making)
- (punct -> making)
making (conj -> processes)
and (cc -> making)
ongoing (amod -> learning)
learning (conj -> making)
. (punct -> processes)

----------

Sentence: Identify relevant information or staff members and communicate clearly or listen actively in order to ensure the effective exchange of information.
Identify (ROOT -> Identify)
relevant (amod -> information)
information (dobj -> Identify)
or (cc -> information)
staff (compound -> members)
members (conj -> information)
and (cc -> Identify)
communicate (conj -> Identify)
clearly (advmod -> communicate)
or (cc -> communicate)
listen (conj -> communicate)
actively (advmod -> listen)
in (prep -> listen)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
the (det -> exchange)
effective (amod -> exchange)
exchange (dobj -> ensure)
of (prep -> exchange)
information (pobj -> of)
. (punct -> Identify)

----------

Sentence: This may involve facilitating co-design, coordinating timelines or rosters, giving, or receiving technical expertise and guidance, receiving or providing details or updates about a product or service, reviewing work activities or performance, or otherwise having discussions with colleagues about relevant information.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
facilitating (xcomp -> involve)
co (dobj -> facilitating)
- (dobj -> facilitating)
design (dobj -> facilitating)
, (punct -> facilitating)
coordinating (conj -> facilitating)
timelines (dobj -> coordinating)
or (cc -> timelines)
rosters (conj -> timelines)
, (punct -> coordinating)
giving (conj -> coordinating)
, (punct -> giving)
or (cc -> giving)
receiving (conj -> giving)
technical (amod -> expertise)
expertise (dobj -> receiving)
and (cc -> expertise)
guidance (conj -> expertise)
, (punct -> receiving)
receiving (conj -> receiving)
or (cc -> receiving)
providing (conj -> receiving)
details (dobj -> providing)
or (cc -> details)
updates (conj -> details)
about (prep -> details)
a (det -> product)
product (pobj -> about)
or (cc -> product)
service (conj -> product)
, (punct -> receiving)
reviewing (conj -> receiving)
work (compound -> activities)
activities (dobj -> reviewing)
or (cc -> activities)
performance (conj -> activities)
, (punct -> reviewing)
or (cc -> reviewing)
otherwise (advmod -> having)
having (conj -> reviewing)
discussions (dobj -> having)
with (prep -> discussions)
colleagues (pobj -> with)
about (prep -> colleagues)
relevant (amod -> information)
information (pobj -> about)
. (punct -> involve)

----------

Sentence: Cut and trim fabrics, textiles, leather or hide, using appropriate techniques and tools based on material requirements.
Cut (ROOT -> Cut)
and (cc -> Cut)
trim (conj -> Cut)
fabrics (dobj -> trim)
, (punct -> fabrics)
textiles (conj -> fabrics)
, (punct -> textiles)
leather (conj -> textiles)
or (cc -> leather)
hide (conj -> leather)
, (punct -> Cut)
using (advcl -> Cut)
appropriate (amod -> techniques)
techniques (dobj -> using)
and (cc -> techniques)
tools (conj -> techniques)
based (acl -> techniques)
on (prep -> based)
material (compound -> requirements)
requirements (pobj -> on)
. (punct -> Cut)

----------

Sentence: Account for factors such as material type, thickness, flexibility, or texture.
Account (ROOT -> Account)
for (prep -> Account)
factors (pobj -> for)
such (amod -> as)
as (prep -> factors)
material (compound -> type)
type (pobj -> as)
, (punct -> type)
thickness (conj -> type)
, (punct -> thickness)
flexibility (conj -> thickness)
, (punct -> flexibility)
or (cc -> flexibility)
texture (conj -> flexibility)
. (punct -> Account)

----------

Sentence: Follow measurements, patterns, or templates to ensure materials have the correct dimensions for use, installation, or further processing, meet quality requirements and to fix any deficiencies.
Follow (amod -> measurements)
measurements (nsubj -> have)
, (punct -> measurements)
patterns (conj -> measurements)
, (punct -> patterns)
or (cc -> patterns)
templates (conj -> patterns)
to (aux -> ensure)
ensure (relcl -> measurements)
materials (dobj -> ensure)
have (ROOT -> have)
the (det -> dimensions)
correct (amod -> dimensions)
dimensions (dobj -> have)
for (prep -> dimensions)
use (pobj -> for)
, (punct -> use)
installation (conj -> use)
, (punct -> installation)
or (cc -> installation)
further (amod -> processing)
processing (conj -> installation)
, (punct -> have)
meet (conj -> have)
quality (compound -> requirements)
requirements (dobj -> meet)
and (cc -> meet)
to (aux -> fix)
fix (conj -> meet)
any (det -> deficiencies)
deficiencies (dobj -> fix)
. (punct -> have)

----------

Sentence: Use appropriate measuring tools to mark reference points, cutting lines, or other indicators on materials for the purpose of adhering to blueprints or designs, recording measurements, or establishing accurate positioning or alignment of components during fabrication, construction or assembly.
Use (ROOT -> Use)
appropriate (amod -> tools)
measuring (compound -> tools)
tools (dobj -> Use)
to (aux -> mark)
mark (xcomp -> Use)
reference (compound -> points)
points (dobj -> mark)
, (punct -> mark)
cutting (advcl -> mark)
lines (dobj -> cutting)
, (punct -> lines)
or (cc -> lines)
other (amod -> indicators)
indicators (conj -> lines)
on (prep -> indicators)
materials (pobj -> on)
for (prep -> materials)
the (det -> purpose)
purpose (pobj -> for)
of (prep -> purpose)
adhering (pcomp -> of)
to (prep -> adhering)
blueprints (pobj -> to)
or (cc -> blueprints)
designs (conj -> blueprints)
, (punct -> blueprints)
recording (amod -> measurements)
measurements (appos -> blueprints)
, (punct -> cutting)
or (cc -> cutting)
establishing (conj -> cutting)
accurate (amod -> positioning)
positioning (dobj -> establishing)
or (cc -> positioning)
alignment (conj -> positioning)
of (prep -> alignment)
components (pobj -> of)
during (prep -> components)
fabrication (pobj -> during)
, (punct -> fabrication)
construction (conj -> fabrication)
or (cc -> construction)
assembly (conj -> construction)
. (punct -> Use)

----------

Sentence: Record operational or production data, identifying and capturing relevant information accurately and systemically, to enable the monitoring, control, or improvement of processes or to meet reporting and record keeping requirements.
Record (nmod -> data)
operational (amod -> data)
or (cc -> operational)
production (conj -> operational)
data (ROOT -> data)
, (punct -> data)
identifying (acl -> data)
and (cc -> identifying)
capturing (conj -> identifying)
relevant (amod -> information)
information (dobj -> capturing)
accurately (advmod -> capturing)
and (cc -> accurately)
systemically (conj -> accurately)
, (punct -> data)
to (aux -> enable)
enable (relcl -> data)
the (det -> monitoring)
monitoring (dobj -> enable)
, (punct -> monitoring)
control (conj -> monitoring)
, (punct -> control)
or (cc -> control)
improvement (conj -> control)
of (prep -> improvement)
processes (pobj -> of)
or (cc -> enable)
to (aux -> meet)
meet (conj -> enable)
reporting (dobj -> meet)
and (cc -> reporting)
record (compound -> keeping)
keeping (compound -> requirements)
requirements (conj -> reporting)
. (punct -> data)

----------

Sentence: This may include the use of industry-specific technical equipment or software.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> use)
use (dobj -> include)
of (prep -> use)
industry (npadvmod -> specific)
- (punct -> specific)
specific (amod -> equipment)
technical (amod -> equipment)
equipment (pobj -> of)
or (cc -> equipment)
software (conj -> equipment)
. (punct -> include)

----------

Sentence: Position and secure materials or work pieces onto production equipment in order to facilitate, processing, manufacturing, or production.
Position (nmod -> pieces)
and (cc -> Position)
secure (conj -> Position)
materials (conj -> Position)
or (cc -> materials)
work (conj -> Position)
pieces (ROOT -> pieces)
onto (prep -> pieces)
production (compound -> equipment)
equipment (pobj -> onto)
in (prep -> pieces)
order (pobj -> in)
to (aux -> facilitate)
facilitate (acl -> order)
, (punct -> facilitate)
processing (conj -> facilitate)
, (punct -> processing)
manufacturing (conj -> processing)
, (punct -> manufacturing)
or (cc -> manufacturing)
production (conj -> manufacturing)
. (punct -> pieces)

----------

Sentence: Follow work instructions, manufacturing specifications and work health and safety guidelines in order to determine safe methods, correct positioning, and suitable securement methods including appropriate fixtures, clamps, or adhesives.
Follow (ROOT -> Follow)
work (compound -> instructions)
instructions (dobj -> Follow)
, (punct -> instructions)
manufacturing (advcl -> Follow)
specifications (dobj -> manufacturing)
and (cc -> manufacturing)
work (conj -> manufacturing)
health (nmod -> guidelines)
and (cc -> health)
safety (conj -> health)
guidelines (dobj -> work)
in (prep -> manufacturing)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
safe (amod -> methods)
methods (dobj -> determine)
, (punct -> methods)
correct (amod -> positioning)
positioning (conj -> methods)
, (punct -> positioning)
and (cc -> positioning)
suitable (amod -> methods)
securement (amod -> methods)
methods (conj -> positioning)
including (prep -> methods)
appropriate (amod -> fixtures)
fixtures (pobj -> including)
, (punct -> fixtures)
clamps (conj -> fixtures)
, (punct -> clamps)
or (cc -> clamps)
adhesives (conj -> clamps)
. (punct -> Follow)

----------

Sentence: Inspect work and make adjustments in order to ensure safe and proper alignment.
Inspect (ROOT -> Inspect)
work (dobj -> Inspect)
and (cc -> Inspect)
make (conj -> Inspect)
adjustments (dobj -> make)
in (prep -> make)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
safe (amod -> alignment)
and (cc -> safe)
proper (conj -> safe)
alignment (dobj -> ensure)
. (punct -> Inspect)

----------

Sentence: Design and fabricate work aids, for example, patterns, templates, fixtures, or jigs, to support the production process and ensure accuracy and quality of work.
Design (ROOT -> Design)
and (cc -> Design)
fabricate (conj -> Design)
work (compound -> aids)
aids (dobj -> fabricate)
, (punct -> Design)
for (prep -> patterns)
example (pobj -> for)
, (punct -> patterns)
patterns (conj -> Design)
, (punct -> patterns)
templates (conj -> patterns)
, (punct -> templates)
fixtures (conj -> templates)
, (punct -> fixtures)
or (cc -> fixtures)
jigs (conj -> fixtures)
, (punct -> Design)
to (aux -> support)
support (advcl -> Design)
the (det -> process)
production (compound -> process)
process (dobj -> support)
and (cc -> support)
ensure (conj -> support)
accuracy (dobj -> ensure)
and (cc -> accuracy)
quality (conj -> accuracy)
of (prep -> accuracy)
work (pobj -> of)
. (punct -> Design)

----------

Sentence: Interpret requirements and specifications for work pieces in order to determine the required measurements, patterns, tools, equipment, materials, and instructions.
Interpret (ROOT -> Interpret)
requirements (dobj -> Interpret)
and (cc -> requirements)
specifications (conj -> requirements)
for (prep -> requirements)
work (compound -> pieces)
pieces (pobj -> for)
in (prep -> Interpret)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
the (det -> measurements)
required (amod -> measurements)
measurements (dobj -> determine)
, (punct -> measurements)
patterns (conj -> measurements)
, (punct -> patterns)
tools (conj -> patterns)
, (punct -> tools)
equipment (conj -> tools)
, (punct -> equipment)
materials (conj -> equipment)
, (punct -> materials)
and (cc -> materials)
instructions (conj -> materials)
. (punct -> Interpret)

----------

Sentence: This may include creating written or visual instructions to support task performance and ensure consistent outcomes.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
creating (xcomp -> include)
written (amod -> instructions)
or (cc -> written)
visual (conj -> written)
instructions (dobj -> creating)
to (aux -> support)
support (advcl -> creating)
task (compound -> performance)
performance (dobj -> support)
and (cc -> support)
ensure (conj -> support)
consistent (amod -> outcomes)
outcomes (dobj -> ensure)
. (punct -> include)

----------

Sentence: Review work aids against specifications, making alterations as necessary.
Review (nsubj -> work)
work (ROOT -> work)
aids (dobj -> work)
against (prep -> aids)
specifications (pobj -> against)
, (punct -> work)
making (advcl -> work)
alterations (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> work)

----------

Sentence: Join textiles or other materials together through the application of adhesives.
Join (ROOT -> Join)
textiles (dobj -> Join)
or (cc -> textiles)
other (amod -> materials)
materials (conj -> textiles)
together (advmod -> Join)
through (prep -> Join)
the (det -> application)
application (pobj -> through)
of (prep -> application)
adhesives (pobj -> of)
. (punct -> Join)

----------

Sentence: Review job specifications in order to determine factors such as appropriate materials, adhesives, tools, equipment, and techniques.
Review (ROOT -> Review)
job (compound -> specifications)
specifications (dobj -> Review)
in (prep -> Review)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
factors (dobj -> determine)
such (amod -> as)
as (prep -> factors)
appropriate (amod -> materials)
materials (pobj -> as)
, (punct -> materials)
adhesives (conj -> materials)
, (punct -> adhesives)
tools (conj -> adhesives)
, (punct -> tools)
equipment (conj -> tools)
, (punct -> equipment)
and (cc -> equipment)
techniques (conj -> equipment)
. (punct -> Review)

----------

Sentence: Follow manufacturer specifications to ensure proper application, curing, drying, and finishing techniques.
Follow (ROOT -> Follow)
manufacturer (compound -> specifications)
specifications (dobj -> Follow)
to (aux -> ensure)
ensure (advcl -> Follow)
proper (amod -> application)
application (dobj -> ensure)
, (punct -> Follow)
curing (advcl -> Follow)
, (punct -> curing)
drying (conj -> curing)
, (punct -> drying)
and (cc -> drying)
finishing (conj -> drying)
techniques (dobj -> finishing)
. (punct -> Follow)

----------

Sentence: Follow work health and safety procedures and inspect and test joins to ensure integrity and effectiveness of bond.
Follow (ROOT -> Follow)
work (nmod -> procedures)
health (nmod -> procedures)
and (cc -> health)
safety (conj -> health)
procedures (dobj -> Follow)
and (cc -> Follow)
inspect (conj -> Follow)
and (cc -> inspect)
test (conj -> inspect)
joins (conj -> Follow)
to (aux -> ensure)
ensure (advcl -> joins)
integrity (dobj -> ensure)
and (cc -> integrity)
effectiveness (conj -> integrity)
of (prep -> integrity)
bond (pobj -> of)
. (punct -> Follow)

----------

Sentence: Prepare fabrics, leathers or other materials for processing or production by cutting, folding, organising, or undertaking processes such as washing, soaking, drying, steaming, ironing, polishing, or buffing.
Prepare (ROOT -> Prepare)
fabrics (dobj -> Prepare)
, (punct -> fabrics)
leathers (conj -> fabrics)
or (cc -> leathers)
other (amod -> materials)
materials (conj -> leathers)
for (prep -> materials)
processing (pobj -> for)
or (cc -> processing)
production (conj -> processing)
by (prep -> Prepare)
cutting (pobj -> by)
, (punct -> cutting)
folding (conj -> cutting)
, (punct -> folding)
organising (conj -> folding)
, (punct -> organising)
or (cc -> organising)
undertaking (compound -> processes)
processes (dobj -> Prepare)
such (amod -> as)
as (prep -> processes)
washing (pobj -> as)
, (punct -> washing)
soaking (conj -> washing)
, (punct -> soaking)
drying (conj -> soaking)
, (punct -> drying)
steaming (conj -> drying)
, (punct -> steaming)
ironing (conj -> steaming)
, (punct -> ironing)
polishing (conj -> ironing)
, (punct -> polishing)
or (cc -> polishing)
buffing (conj -> polishing)
. (punct -> Prepare)

----------

Sentence: This may be done in order to ensure materials meet required production specifications such as size or shape, or to pre-shrink fabrics, clean materials, ensure colours do not run in the wash after production, and to soften and smooth materials.
This (nsubjpass -> done)
may (aux -> done)
be (auxpass -> done)
done (ROOT -> done)
in (prep -> done)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
materials (nsubj -> meet)
meet (ccomp -> ensure)
required (amod -> specifications)
production (compound -> specifications)
specifications (dobj -> meet)
such (amod -> as)
as (prep -> specifications)
size (pobj -> as)
or (cc -> size)
shape (conj -> size)
, (punct -> size)
or (cc -> size)
to (conj -> size)
pre (amod -> fabrics)
- (amod -> fabrics)
shrink (amod -> fabrics)
fabrics (pobj -> to)
, (punct -> fabrics)
clean (amod -> materials)
materials (conj -> size)
, (punct -> done)
ensure (conj -> done)
colours (nsubj -> run)
do (aux -> run)
not (neg -> run)
run (ccomp -> ensure)
in (prep -> run)
the (det -> wash)
wash (pobj -> in)
after (prep -> run)
production (pobj -> after)
, (punct -> run)
and (cc -> run)
to (aux -> soften)
soften (conj -> run)
and (cc -> soften)
smooth (amod -> materials)
materials (conj -> soften)
. (punct -> done)

----------

Sentence: Read, interpret, and understand work documentation such as reports, designs, blueprints, specifications, work orders, technical information, or other instructions to determine work requirements.
Read (ROOT -> Read)
, (punct -> Read)
interpret (conj -> Read)
, (punct -> interpret)
and (cc -> interpret)
understand (conj -> interpret)
work (compound -> documentation)
documentation (dobj -> understand)
such (amod -> as)
as (prep -> documentation)
reports (pobj -> as)
, (punct -> reports)
designs (conj -> reports)
, (punct -> designs)
blueprints (conj -> designs)
, (punct -> blueprints)
specifications (conj -> blueprints)
, (punct -> specifications)
work (compound -> orders)
orders (conj -> specifications)
, (punct -> orders)
technical (amod -> information)
information (conj -> orders)
, (punct -> information)
or (cc -> information)
other (amod -> instructions)
instructions (conj -> information)
to (aux -> determine)
determine (acl -> instructions)
work (compound -> requirements)
requirements (dobj -> determine)
. (punct -> Read)

----------

Sentence: These may include the required materials, resources, equipment, tools, machinery, timeframes, dependencies, procedures, processes, sequences, or methods to deliver the required outcome.
These (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> materials)
required (amod -> materials)
materials (dobj -> include)
, (punct -> materials)
resources (conj -> materials)
, (punct -> resources)
equipment (conj -> resources)
, (punct -> equipment)
tools (conj -> equipment)
, (punct -> tools)
machinery (conj -> tools)
, (punct -> machinery)
timeframes (conj -> machinery)
, (punct -> timeframes)
dependencies (conj -> timeframes)
, (punct -> dependencies)
procedures (conj -> dependencies)
, (punct -> procedures)
processes (conj -> procedures)
, (punct -> processes)
sequences (conj -> processes)
, (punct -> sequences)
or (cc -> sequences)
methods (conj -> sequences)
to (aux -> deliver)
deliver (xcomp -> include)
the (det -> outcome)
required (amod -> outcome)
outcome (dobj -> deliver)
. (punct -> include)

----------

Sentence: Align or position parts or work pieces to ensure proper fit, clearance, or interconnection of components and that assembly is completed accurately in accordance with job requirements or design specifications.
Align (nmod -> parts)
or (cc -> Align)
position (conj -> Align)
parts (nsubjpass -> completed)
or (cc -> parts)
work (conj -> parts)
pieces (dobj -> work)
to (aux -> ensure)
ensure (relcl -> parts)
proper (amod -> fit)
fit (dobj -> ensure)
, (punct -> fit)
clearance (conj -> fit)
, (punct -> clearance)
or (cc -> clearance)
interconnection (conj -> clearance)
of (prep -> interconnection)
components (pobj -> of)
and (cc -> parts)
that (det -> assembly)
assembly (nsubjpass -> completed)
is (auxpass -> completed)
completed (ROOT -> completed)
accurately (advmod -> completed)
in (prep -> completed)
accordance (pobj -> in)
with (prep -> accordance)
job (compound -> requirements)
requirements (pobj -> with)
or (cc -> requirements)
design (compound -> specifications)
specifications (conj -> requirements)
. (punct -> completed)

----------

Sentence: Identify appropriate alignment, spacing, positions or measurements by reviewing job specifications or other work instructions.
Identify (ROOT -> Identify)
appropriate (amod -> alignment)
alignment (dobj -> Identify)
, (punct -> alignment)
spacing (conj -> alignment)
, (punct -> spacing)
positions (conj -> spacing)
or (cc -> positions)
measurements (conj -> positions)
by (prep -> positions)
reviewing (pcomp -> by)
job (compound -> specifications)
specifications (dobj -> reviewing)
or (cc -> specifications)
other (amod -> instructions)
work (compound -> instructions)
instructions (conj -> specifications)
. (punct -> Identify)

----------

Sentence: This may include the use of tools or guides such as templates, jigs, and measurement techniques to ensure accurate alignment.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> use)
use (dobj -> include)
of (prep -> use)
tools (pobj -> of)
or (cc -> tools)
guides (conj -> tools)
such (amod -> as)
as (prep -> guides)
templates (pobj -> as)
, (punct -> templates)
jigs (conj -> templates)
, (punct -> jigs)
and (cc -> jigs)
measurement (compound -> techniques)
techniques (conj -> jigs)
to (aux -> ensure)
ensure (relcl -> use)
accurate (amod -> alignment)
alignment (dobj -> ensure)
. (punct -> include)

----------

Sentence: Check alignment against job requirements, making adjustments as necessary.
Check (ROOT -> Check)
alignment (dobj -> Check)
against (prep -> alignment)
job (compound -> requirements)
requirements (pobj -> against)
, (punct -> Check)
making (advcl -> Check)
adjustments (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> Check)

----------

Sentence: Adjust the alignment, positioning, or tension of fabrics or other materials during garment production or processing in order to facilitate the production process, ensure accurate cutting or stitching, or achieve desired effect.
Adjust (ROOT -> Adjust)
the (det -> alignment)
alignment (dobj -> Adjust)
, (punct -> alignment)
positioning (conj -> alignment)
, (punct -> positioning)
or (cc -> positioning)
tension (conj -> positioning)
of (prep -> tension)
fabrics (pobj -> of)
or (cc -> fabrics)
other (amod -> materials)
materials (conj -> fabrics)
during (prep -> Adjust)
garment (compound -> production)
production (pobj -> during)
or (cc -> production)
processing (conj -> production)
in (prep -> Adjust)
order (pobj -> in)
to (aux -> facilitate)
facilitate (acl -> order)
the (det -> process)
production (compound -> process)
process (dobj -> facilitate)
, (punct -> Adjust)
ensure (conj -> Adjust)
accurate (amod -> cutting)
cutting (dobj -> ensure)
or (cc -> cutting)
stitching (conj -> cutting)
, (punct -> ensure)
or (cc -> ensure)
achieve (conj -> ensure)
desired (amod -> effect)
effect (dobj -> achieve)
. (punct -> Adjust)

----------

Sentence: This may involve techniques such as stretching, folding, bending, shaping, straightening, or smoothing.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
techniques (dobj -> involve)
such (amod -> as)
as (prep -> techniques)
stretching (pobj -> as)
, (punct -> stretching)
folding (conj -> stretching)
, (punct -> folding)
bending (conj -> folding)
, (punct -> bending)
shaping (conj -> bending)
, (punct -> shaping)
straightening (conj -> shaping)
, (punct -> straightening)
or (cc -> straightening)
smoothing (conj -> straightening)
. (punct -> involve)

----------

Sentence: Inspect and further adjust materials as necessary to ensure the final garment meets job requirements.
Inspect (ROOT -> Inspect)
and (cc -> Inspect)
further (advmod -> adjust)
adjust (conj -> Inspect)
materials (dobj -> adjust)
as (prep -> adjust)
necessary (amod -> as)
to (aux -> ensure)
ensure (advcl -> adjust)
the (det -> garment)
final (amod -> garment)
garment (nsubj -> meets)
meets (ccomp -> ensure)
job (compound -> requirements)
requirements (dobj -> meets)
. (punct -> Inspect)

----------

Sentence: Layout and mark guidelines on materials or workpieces to ensure accurate and consistent placements, measurements, and cuts.
Layout (ROOT -> Layout)
and (cc -> Layout)
mark (conj -> Layout)
guidelines (dobj -> mark)
on (prep -> guidelines)
materials (pobj -> on)
or (cc -> materials)
workpieces (conj -> materials)
to (aux -> ensure)
ensure (advcl -> mark)
accurate (amod -> placements)
and (cc -> accurate)
consistent (conj -> accurate)
placements (dobj -> ensure)
, (punct -> placements)
measurements (conj -> placements)
, (punct -> measurements)
and (cc -> measurements)
cuts (conj -> measurements)
. (punct -> Layout)

----------

Sentence: Utilise patterns, templates, blueprints, or sketches to ensure work is produced in accordance with job specifications.
Utilise (compound -> patterns)
patterns (ROOT -> patterns)
, (punct -> patterns)
templates (conj -> patterns)
, (punct -> templates)
blueprints (conj -> templates)
, (punct -> blueprints)
or (cc -> blueprints)
sketches (conj -> blueprints)
to (aux -> ensure)
ensure (xcomp -> sketches)
work (nsubjpass -> produced)
is (auxpass -> produced)
produced (ccomp -> ensure)
in (prep -> produced)
accordance (pobj -> in)
with (prep -> accordance)
job (compound -> specifications)
specifications (pobj -> with)
. (punct -> patterns)

----------

Sentence: Join fabric or materials together using needles, threads and hand techniques or sewing machines.
Join (ROOT -> Join)
fabric (dobj -> Join)
or (cc -> fabric)
materials (conj -> fabric)
together (advmod -> using)
using (advcl -> Join)
needles (dobj -> using)
, (punct -> needles)
threads (conj -> needles)
and (cc -> threads)
hand (compound -> techniques)
techniques (conj -> threads)
or (cc -> techniques)
sewing (conj -> techniques)
machines (appos -> needles)
. (punct -> Join)

----------

Sentence: Follow patterns, instructions, design or work specifications, maintain appropriate tension, and select appropriate tools according to material requirements.
Follow (ROOT -> Follow)
patterns (dobj -> Follow)
, (punct -> patterns)
instructions (conj -> patterns)
, (punct -> instructions)
design (nmod -> specifications)
or (cc -> design)
work (conj -> design)
specifications (conj -> instructions)
, (punct -> Follow)
maintain (conj -> Follow)
appropriate (amod -> tension)
tension (dobj -> maintain)
, (punct -> maintain)
and (cc -> maintain)
select (conj -> maintain)
appropriate (amod -> tools)
tools (dobj -> select)
according (prep -> select)
to (prep -> according)
material (compound -> requirements)
requirements (pobj -> to)
. (punct -> Follow)

----------

Sentence: Form specific shapes, patterns, textures or other decorative designs on the surfaces or edges of wooden objects or structures.
Form (ROOT -> Form)
specific (amod -> shapes)
shapes (dobj -> Form)
, (punct -> shapes)
patterns (conj -> shapes)
, (punct -> patterns)
textures (conj -> patterns)
or (cc -> textures)
other (amod -> designs)
decorative (amod -> designs)
designs (conj -> textures)
on (prep -> shapes)
the (det -> surfaces)
surfaces (pobj -> on)
or (cc -> surfaces)
edges (conj -> surfaces)
of (prep -> surfaces)
wooden (amod -> objects)
objects (pobj -> of)
or (cc -> objects)
structures (conj -> objects)
. (punct -> Form)

----------

Sentence: This may involve the use of hand or power tools and equipment, understanding the properties of various wood types and selecting tools or techniques accordingly, positioning and securing shaping equipment, checking blades or abrasive attachments for sharpness and alignment, replacing components when they are no longer safe for use, and reapplying finishes or paint on wooden surfaces.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
the (det -> use)
use (dobj -> involve)
of (prep -> use)
hand (nmod -> tools)
or (cc -> hand)
power (conj -> hand)
tools (pobj -> of)
and (cc -> tools)
equipment (conj -> tools)
, (punct -> involve)
understanding (advcl -> involve)
the (det -> properties)
properties (dobj -> understanding)
of (prep -> properties)
various (amod -> types)
wood (compound -> types)
types (pobj -> of)
and (cc -> types)
selecting (conj -> understanding)
tools (dobj -> selecting)
or (cc -> tools)
techniques (conj -> tools)
accordingly (advmod -> selecting)
, (punct -> selecting)
positioning (conj -> selecting)
and (cc -> positioning)
securing (conj -> positioning)
shaping (compound -> equipment)
equipment (dobj -> securing)
, (punct -> positioning)
checking (compound -> blades)
blades (conj -> positioning)
or (cc -> blades)
abrasive (amod -> attachments)
attachments (conj -> blades)
for (prep -> positioning)
sharpness (pobj -> for)
and (cc -> sharpness)
alignment (conj -> sharpness)
, (punct -> selecting)
replacing (conj -> selecting)
components (dobj -> replacing)
when (advmod -> are)
they (nsubj -> are)
are (advcl -> replacing)
no (neg -> longer)
longer (advmod -> are)
safe (acomp -> are)
for (prep -> safe)
use (pobj -> for)
, (punct -> replacing)
and (cc -> replacing)
reapplying (conj -> replacing)
finishes (dobj -> reapplying)
or (cc -> finishes)
paint (conj -> finishes)
on (prep -> paint)
wooden (amod -> surfaces)
surfaces (pobj -> on)
. (punct -> involve)

----------

Sentence: Monitor the jig or shape and adjust to ensure desired outcomes, and review designs or plans to confirm outcomes align with job requirements.
Monitor (ROOT -> Monitor)
the (det -> jig)
jig (dobj -> Monitor)
or (cc -> jig)
shape (conj -> jig)
and (cc -> Monitor)
adjust (conj -> Monitor)
to (aux -> ensure)
ensure (advcl -> adjust)
desired (amod -> outcomes)
outcomes (dobj -> ensure)
, (punct -> Monitor)
and (cc -> Monitor)
review (conj -> Monitor)
designs (dobj -> review)
or (cc -> designs)
plans (conj -> designs)
to (aux -> confirm)
confirm (xcomp -> plans)
outcomes (dobj -> confirm)
align (ccomp -> confirm)
with (prep -> align)
job (compound -> requirements)
requirements (pobj -> with)
. (punct -> Monitor)

----------

Sentence: Prepare fabrics, leathers or other materials for processing or production by cutting, folding, organising, or undertaking processes such as washing, soaking, drying, steaming, ironing, polishing, or buffing.
Prepare (ROOT -> Prepare)
fabrics (dobj -> Prepare)
, (punct -> fabrics)
leathers (conj -> fabrics)
or (cc -> leathers)
other (amod -> materials)
materials (conj -> leathers)
for (prep -> materials)
processing (pobj -> for)
or (cc -> processing)
production (conj -> processing)
by (prep -> Prepare)
cutting (pobj -> by)
, (punct -> cutting)
folding (conj -> cutting)
, (punct -> folding)
organising (conj -> folding)
, (punct -> organising)
or (cc -> organising)
undertaking (compound -> processes)
processes (dobj -> Prepare)
such (amod -> as)
as (prep -> processes)
washing (pobj -> as)
, (punct -> washing)
soaking (conj -> washing)
, (punct -> soaking)
drying (conj -> soaking)
, (punct -> drying)
steaming (conj -> drying)
, (punct -> steaming)
ironing (conj -> steaming)
, (punct -> ironing)
polishing (conj -> ironing)
, (punct -> polishing)
or (cc -> polishing)
buffing (conj -> polishing)
. (punct -> Prepare)

----------

Sentence: This may be done in order to ensure materials meet required production specifications such as size or shape, or to pre-shrink fabrics, clean materials, ensure colours do not run in the wash after production, and to soften and smooth materials.
This (nsubjpass -> done)
may (aux -> done)
be (auxpass -> done)
done (ROOT -> done)
in (prep -> done)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
materials (nsubj -> meet)
meet (ccomp -> ensure)
required (amod -> specifications)
production (compound -> specifications)
specifications (dobj -> meet)
such (amod -> as)
as (prep -> specifications)
size (pobj -> as)
or (cc -> size)
shape (conj -> size)
, (punct -> size)
or (cc -> size)
to (conj -> size)
pre (amod -> fabrics)
- (amod -> fabrics)
shrink (amod -> fabrics)
fabrics (pobj -> to)
, (punct -> fabrics)
clean (amod -> materials)
materials (conj -> size)
, (punct -> done)
ensure (conj -> done)
colours (nsubj -> run)
do (aux -> run)
not (neg -> run)
run (ccomp -> ensure)
in (prep -> run)
the (det -> wash)
wash (pobj -> in)
after (prep -> run)
production (pobj -> after)
, (punct -> run)
and (cc -> run)
to (aux -> soften)
soften (conj -> run)
and (cc -> soften)
smooth (amod -> materials)
materials (conj -> soften)
. (punct -> done)

----------

Sentence: Join fabric or materials together using needles, threads and hand techniques or sewing machines.
Join (ROOT -> Join)
fabric (dobj -> Join)
or (cc -> fabric)
materials (conj -> fabric)
together (advmod -> using)
using (advcl -> Join)
needles (dobj -> using)
, (punct -> needles)
threads (conj -> needles)
and (cc -> threads)
hand (compound -> techniques)
techniques (conj -> threads)
or (cc -> techniques)
sewing (conj -> techniques)
machines (appos -> needles)
. (punct -> Join)

----------

Sentence: Follow patterns, instructions, design or work specifications, maintain appropriate tension, and select appropriate tools according to material requirements.
Follow (ROOT -> Follow)
patterns (dobj -> Follow)
, (punct -> patterns)
instructions (conj -> patterns)
, (punct -> instructions)
design (nmod -> specifications)
or (cc -> design)
work (conj -> design)
specifications (conj -> instructions)
, (punct -> Follow)
maintain (conj -> Follow)
appropriate (amod -> tension)
tension (dobj -> maintain)
, (punct -> maintain)
and (cc -> maintain)
select (conj -> maintain)
appropriate (amod -> tools)
tools (dobj -> select)
according (prep -> select)
to (prep -> according)
material (compound -> requirements)
requirements (pobj -> to)
. (punct -> Follow)

----------

Sentence: Use appropriate measuring tools to mark reference points, cutting lines, or other indicators on materials for the purpose of adhering to blueprints or designs, recording measurements, or establishing accurate positioning or alignment of components during fabrication, construction or assembly.
Use (ROOT -> Use)
appropriate (amod -> tools)
measuring (compound -> tools)
tools (dobj -> Use)
to (aux -> mark)
mark (xcomp -> Use)
reference (compound -> points)
points (dobj -> mark)
, (punct -> mark)
cutting (advcl -> mark)
lines (dobj -> cutting)
, (punct -> lines)
or (cc -> lines)
other (amod -> indicators)
indicators (conj -> lines)
on (prep -> indicators)
materials (pobj -> on)
for (prep -> materials)
the (det -> purpose)
purpose (pobj -> for)
of (prep -> purpose)
adhering (pcomp -> of)
to (prep -> adhering)
blueprints (pobj -> to)
or (cc -> blueprints)
designs (conj -> blueprints)
, (punct -> blueprints)
recording (amod -> measurements)
measurements (appos -> blueprints)
, (punct -> cutting)
or (cc -> cutting)
establishing (conj -> cutting)
accurate (amod -> positioning)
positioning (dobj -> establishing)
or (cc -> positioning)
alignment (conj -> positioning)
of (prep -> alignment)
components (pobj -> of)
during (prep -> components)
fabrication (pobj -> during)
, (punct -> fabrication)
construction (conj -> fabrication)
or (cc -> construction)
assembly (conj -> construction)
. (punct -> Use)

----------

Sentence: Clean carpets, rugs, upholstery or drapery in order to maintain cleanliness, appearance, lifespan or functionality.
Clean (amod -> carpets)
carpets (ROOT -> carpets)
, (punct -> carpets)
rugs (conj -> carpets)
, (punct -> rugs)
upholstery (conj -> rugs)
or (cc -> upholstery)
drapery (conj -> upholstery)
in (prep -> carpets)
order (pobj -> in)
to (aux -> maintain)
maintain (acl -> order)
cleanliness (dobj -> maintain)
, (punct -> cleanliness)
appearance (conj -> cleanliness)
, (punct -> appearance)
lifespan (conj -> appearance)
or (cc -> lifespan)
functionality (conj -> lifespan)
. (punct -> carpets)

----------

Sentence: This may involve dusting, shaking, vacuuming, shampooing materials or applying other topical agents in order to remove stains, dust, dirt, and other contaminants.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
dusting (xcomp -> involve)
, (punct -> dusting)
shaking (conj -> dusting)
, (punct -> shaking)
vacuuming (conj -> shaking)
, (punct -> vacuuming)
shampooing (conj -> vacuuming)
materials (dobj -> shampooing)
or (cc -> shampooing)
applying (conj -> shampooing)
other (amod -> agents)
topical (amod -> agents)
agents (dobj -> applying)
in (prep -> involve)
order (pobj -> in)
to (aux -> remove)
remove (acl -> order)
stains (dobj -> remove)
, (punct -> stains)
dust (conj -> stains)
, (punct -> dust)
dirt (conj -> dust)
, (punct -> dirt)
and (cc -> dirt)
other (amod -> contaminants)
contaminants (conj -> dirt)
. (punct -> involve)

----------

Sentence: Choose cleaning products and methods in accordance with the requirements or sensitivities of the surface or material, according to manufacturer’s recommendations, established work procedures or best practice, and align with work health and safety requirements including for the use of hazardous substances.
Choose (ROOT -> Choose)
cleaning (xcomp -> Choose)
products (dobj -> cleaning)
and (cc -> products)
methods (conj -> products)
in (prep -> cleaning)
accordance (pobj -> in)
with (prep -> accordance)
the (det -> requirements)
requirements (pobj -> with)
or (cc -> requirements)
sensitivities (conj -> requirements)
of (prep -> requirements)
the (det -> surface)
surface (pobj -> of)
or (cc -> surface)
material (conj -> surface)
, (punct -> Choose)
according (prep -> Choose)
to (prep -> according)
manufacturer (poss -> recommendations)
’s (case -> manufacturer)
recommendations (pobj -> to)
, (punct -> Choose)
established (conj -> Choose)
work (compound -> procedures)
procedures (dobj -> established)
or (cc -> procedures)
best (amod -> practice)
practice (conj -> procedures)
, (punct -> established)
and (cc -> established)
align (conj -> established)
with (prep -> align)
work (nmod -> requirements)
health (nmod -> requirements)
and (cc -> health)
safety (conj -> health)
requirements (pobj -> with)
including (prep -> requirements)
for (prep -> including)
the (det -> use)
use (pobj -> for)
of (prep -> use)
hazardous (amod -> substances)
substances (pobj -> of)
. (punct -> Choose)

----------

Sentence: Form specific shapes, patterns, textures or other decorative designs on the surfaces or edges of wooden objects or structures.
Form (ROOT -> Form)
specific (amod -> shapes)
shapes (dobj -> Form)
, (punct -> shapes)
patterns (conj -> shapes)
, (punct -> patterns)
textures (conj -> patterns)
or (cc -> textures)
other (amod -> designs)
decorative (amod -> designs)
designs (conj -> textures)
on (prep -> shapes)
the (det -> surfaces)
surfaces (pobj -> on)
or (cc -> surfaces)
edges (conj -> surfaces)
of (prep -> surfaces)
wooden (amod -> objects)
objects (pobj -> of)
or (cc -> objects)
structures (conj -> objects)
. (punct -> Form)

----------

Sentence: This may involve the use of hand or power tools and equipment, understanding the properties of various wood types and selecting tools or techniques accordingly, positioning and securing shaping equipment, checking blades or abrasive attachments for sharpness and alignment, replacing components when they are no longer safe for use, and reapplying finishes or paint on wooden surfaces.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
the (det -> use)
use (dobj -> involve)
of (prep -> use)
hand (nmod -> tools)
or (cc -> hand)
power (conj -> hand)
tools (pobj -> of)
and (cc -> tools)
equipment (conj -> tools)
, (punct -> involve)
understanding (advcl -> involve)
the (det -> properties)
properties (dobj -> understanding)
of (prep -> properties)
various (amod -> types)
wood (compound -> types)
types (pobj -> of)
and (cc -> types)
selecting (conj -> understanding)
tools (dobj -> selecting)
or (cc -> tools)
techniques (conj -> tools)
accordingly (advmod -> selecting)
, (punct -> selecting)
positioning (conj -> selecting)
and (cc -> positioning)
securing (conj -> positioning)
shaping (compound -> equipment)
equipment (dobj -> securing)
, (punct -> positioning)
checking (compound -> blades)
blades (conj -> positioning)
or (cc -> blades)
abrasive (amod -> attachments)
attachments (conj -> blades)
for (prep -> positioning)
sharpness (pobj -> for)
and (cc -> sharpness)
alignment (conj -> sharpness)
, (punct -> selecting)
replacing (conj -> selecting)
components (dobj -> replacing)
when (advmod -> are)
they (nsubj -> are)
are (advcl -> replacing)
no (neg -> longer)
longer (advmod -> are)
safe (acomp -> are)
for (prep -> safe)
use (pobj -> for)
, (punct -> replacing)
and (cc -> replacing)
reapplying (conj -> replacing)
finishes (dobj -> reapplying)
or (cc -> finishes)
paint (conj -> finishes)
on (prep -> paint)
wooden (amod -> surfaces)
surfaces (pobj -> on)
. (punct -> involve)

----------

Sentence: Monitor the jig or shape and adjust to ensure desired outcomes, and review designs or plans to confirm outcomes align with job requirements.
Monitor (ROOT -> Monitor)
the (det -> jig)
jig (dobj -> Monitor)
or (cc -> jig)
shape (conj -> jig)
and (cc -> Monitor)
adjust (conj -> Monitor)
to (aux -> ensure)
ensure (advcl -> adjust)
desired (amod -> outcomes)
outcomes (dobj -> ensure)
, (punct -> Monitor)
and (cc -> Monitor)
review (conj -> Monitor)
designs (dobj -> review)
or (cc -> designs)
plans (conj -> designs)
to (aux -> confirm)
confirm (xcomp -> plans)
outcomes (dobj -> confirm)
align (ccomp -> confirm)
with (prep -> align)
job (compound -> requirements)
requirements (pobj -> with)
. (punct -> Monitor)

----------

Sentence: Have discussions with customers, clients, or designers to determine or check the features, details, requirements, preferences, expectations, and other specifications of a product, good, or service.
Have (ROOT -> Have)
discussions (dobj -> Have)
with (prep -> discussions)
customers (pobj -> with)
, (punct -> customers)
clients (conj -> customers)
, (punct -> clients)
or (cc -> clients)
designers (conj -> clients)
to (aux -> determine)
determine (acl -> discussions)
or (cc -> determine)
check (conj -> determine)
the (det -> features)
features (dobj -> check)
, (punct -> features)
details (conj -> features)
, (punct -> details)
requirements (conj -> details)
, (punct -> requirements)
preferences (conj -> requirements)
, (punct -> preferences)
expectations (conj -> preferences)
, (punct -> expectations)
and (cc -> expectations)
other (amod -> specifications)
specifications (conj -> expectations)
of (prep -> specifications)
a (det -> product)
product (pobj -> of)
, (punct -> product)
good (conj -> product)
, (punct -> good)
or (cc -> good)
service (conj -> good)
. (punct -> Have)

----------

Sentence: This may involve negotiating to agree on details that are reasonable for applicable timeframes, budgets, standards, or safety requirements; presenting updates, design modifications or progress; explaining processes or procedures; and ensuring final output meets needs or requests.
This (nsubj -> involve)
may (aux -> involve)
involve (ccomp -> meets)
negotiating (xcomp -> involve)
to (aux -> agree)
agree (xcomp -> negotiating)
on (prep -> agree)
details (pobj -> on)
that (nsubj -> are)
are (relcl -> details)
reasonable (acomp -> are)
for (prep -> reasonable)
applicable (amod -> timeframes)
timeframes (pobj -> for)
, (punct -> timeframes)
budgets (conj -> timeframes)
, (punct -> budgets)
standards (conj -> budgets)
, (punct -> standards)
or (cc -> standards)
safety (compound -> requirements)
requirements (conj -> standards)
; (punct -> meets)
presenting (amod -> updates)
updates (nsubj -> meets)
, (punct -> updates)
design (compound -> modifications)
modifications (conj -> updates)
or (cc -> modifications)
progress (conj -> modifications)
; (punct -> updates)
explaining (csubj -> meets)
processes (dobj -> explaining)
or (cc -> processes)
procedures (conj -> processes)
; (punct -> explaining)
and (cc -> explaining)
ensuring (conj -> explaining)
final (amod -> output)
output (dobj -> ensuring)
meets (ROOT -> meets)
needs (dobj -> meets)
or (cc -> needs)
requests (conj -> needs)
. (punct -> meets)

----------

Sentence: Combine and put together various components such as fabric panels, zippers, buttons, linings, or decorative attachments using manual or machine construction techniques in order to assemble garments or textile products.
Combine (ROOT -> Combine)
and (cc -> Combine)
put (conj -> Combine)
together (advmod -> put)
various (amod -> components)
components (dobj -> put)
such (amod -> as)
as (prep -> components)
fabric (compound -> panels)
panels (pobj -> as)
, (punct -> panels)
zippers (conj -> panels)
, (punct -> zippers)
buttons (conj -> zippers)
, (punct -> buttons)
linings (conj -> buttons)
, (punct -> linings)
or (cc -> linings)
decorative (amod -> attachments)
attachments (conj -> linings)
using (advcl -> put)
manual (amod -> techniques)
or (cc -> manual)
machine (conj -> manual)
construction (compound -> techniques)
techniques (dobj -> using)
in (prep -> put)
order (pobj -> in)
to (aux -> assemble)
assemble (acl -> order)
garments (dobj -> assemble)
or (cc -> garments)
textile (compound -> products)
products (conj -> garments)
. (punct -> Combine)

----------

Sentence: Follow work specifications or patterns in order to ensure accuracy and quality, and choose techniques and materials based on desired finished product.
Follow (ROOT -> Follow)
work (compound -> specifications)
specifications (dobj -> Follow)
or (cc -> specifications)
patterns (conj -> specifications)
in (prep -> Follow)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
accuracy (dobj -> ensure)
and (cc -> accuracy)
quality (conj -> accuracy)
, (punct -> Follow)
and (cc -> Follow)
choose (conj -> Follow)
techniques (dobj -> choose)
and (cc -> techniques)
materials (conj -> techniques)
based (acl -> techniques)
on (prep -> based)
desired (amod -> product)
finished (amod -> product)
product (pobj -> on)
. (punct -> Follow)

----------

Sentence: Join textiles or other materials together through the application of adhesives.
Join (ROOT -> Join)
textiles (dobj -> Join)
or (cc -> textiles)
other (amod -> materials)
materials (conj -> textiles)
together (advmod -> Join)
through (prep -> Join)
the (det -> application)
application (pobj -> through)
of (prep -> application)
adhesives (pobj -> of)
. (punct -> Join)

----------

Sentence: Review job specifications in order to determine factors such as appropriate materials, adhesives, tools, equipment, and techniques.
Review (ROOT -> Review)
job (compound -> specifications)
specifications (dobj -> Review)
in (prep -> Review)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
factors (dobj -> determine)
such (amod -> as)
as (prep -> factors)
appropriate (amod -> materials)
materials (pobj -> as)
, (punct -> materials)
adhesives (conj -> materials)
, (punct -> adhesives)
tools (conj -> adhesives)
, (punct -> tools)
equipment (conj -> tools)
, (punct -> equipment)
and (cc -> equipment)
techniques (conj -> equipment)
. (punct -> Review)

----------

Sentence: Follow manufacturer specifications to ensure proper application, curing, drying, and finishing techniques.
Follow (ROOT -> Follow)
manufacturer (compound -> specifications)
specifications (dobj -> Follow)
to (aux -> ensure)
ensure (advcl -> Follow)
proper (amod -> application)
application (dobj -> ensure)
, (punct -> Follow)
curing (advcl -> Follow)
, (punct -> curing)
drying (conj -> curing)
, (punct -> drying)
and (cc -> drying)
finishing (conj -> drying)
techniques (dobj -> finishing)
. (punct -> Follow)

----------

Sentence: Follow work health and safety procedures and inspect and test joins to ensure integrity and effectiveness of bond.
Follow (ROOT -> Follow)
work (nmod -> procedures)
health (nmod -> procedures)
and (cc -> health)
safety (conj -> health)
procedures (dobj -> Follow)
and (cc -> Follow)
inspect (conj -> Follow)
and (cc -> inspect)
test (conj -> inspect)
joins (conj -> Follow)
to (aux -> ensure)
ensure (advcl -> joins)
integrity (dobj -> ensure)
and (cc -> integrity)
effectiveness (conj -> integrity)
of (prep -> integrity)
bond (pobj -> of)
. (punct -> Follow)

----------

Sentence: Align or position parts or work pieces to ensure proper fit, clearance, or interconnection of components and that assembly is completed accurately in accordance with job requirements or design specifications.
Align (nmod -> parts)
or (cc -> Align)
position (conj -> Align)
parts (nsubjpass -> completed)
or (cc -> parts)
work (conj -> parts)
pieces (dobj -> work)
to (aux -> ensure)
ensure (relcl -> parts)
proper (amod -> fit)
fit (dobj -> ensure)
, (punct -> fit)
clearance (conj -> fit)
, (punct -> clearance)
or (cc -> clearance)
interconnection (conj -> clearance)
of (prep -> interconnection)
components (pobj -> of)
and (cc -> parts)
that (det -> assembly)
assembly (nsubjpass -> completed)
is (auxpass -> completed)
completed (ROOT -> completed)
accurately (advmod -> completed)
in (prep -> completed)
accordance (pobj -> in)
with (prep -> accordance)
job (compound -> requirements)
requirements (pobj -> with)
or (cc -> requirements)
design (compound -> specifications)
specifications (conj -> requirements)
. (punct -> completed)

----------

Sentence: Identify appropriate alignment, spacing, positions or measurements by reviewing job specifications or other work instructions.
Identify (ROOT -> Identify)
appropriate (amod -> alignment)
alignment (dobj -> Identify)
, (punct -> alignment)
spacing (conj -> alignment)
, (punct -> spacing)
positions (conj -> spacing)
or (cc -> positions)
measurements (conj -> positions)
by (prep -> positions)
reviewing (pcomp -> by)
job (compound -> specifications)
specifications (dobj -> reviewing)
or (cc -> specifications)
other (amod -> instructions)
work (compound -> instructions)
instructions (conj -> specifications)
. (punct -> Identify)

----------

Sentence: This may include the use of tools or guides such as templates, jigs, and measurement techniques to ensure accurate alignment.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> use)
use (dobj -> include)
of (prep -> use)
tools (pobj -> of)
or (cc -> tools)
guides (conj -> tools)
such (amod -> as)
as (prep -> guides)
templates (pobj -> as)
, (punct -> templates)
jigs (conj -> templates)
, (punct -> jigs)
and (cc -> jigs)
measurement (compound -> techniques)
techniques (conj -> jigs)
to (aux -> ensure)
ensure (relcl -> use)
accurate (amod -> alignment)
alignment (dobj -> ensure)
. (punct -> include)

----------

Sentence: Check alignment against job requirements, making adjustments as necessary.
Check (ROOT -> Check)
alignment (dobj -> Check)
against (prep -> alignment)
job (compound -> requirements)
requirements (pobj -> against)
, (punct -> Check)
making (advcl -> Check)
adjustments (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> Check)

----------

Sentence: Fabricate and repair canvas and related products such as awnings, tents, tarpaulins, sails, and caravan annexes.
Fabricate (ROOT -> Fabricate)
and (cc -> Fabricate)
repair (conj -> Fabricate)
canvas (dobj -> repair)
and (cc -> canvas)
related (amod -> products)
products (conj -> canvas)
such (amod -> as)
as (prep -> products)
awnings (pobj -> as)
, (punct -> awnings)
tents (conj -> awnings)
, (punct -> tents)
tarpaulins (conj -> tents)
, (punct -> tarpaulins)
sails (conj -> tarpaulins)
, (punct -> sails)
and (cc -> sails)
caravan (compound -> annexes)
annexes (conj -> sails)
. (punct -> Fabricate)

----------

Sentence: Review job requirements and specifications in order to select appropriate materials, tools and equipment, or techniques.
Review (ROOT -> Review)
job (compound -> requirements)
requirements (dobj -> Review)
and (cc -> requirements)
specifications (conj -> requirements)
in (prep -> Review)
order (pobj -> in)
to (aux -> select)
select (acl -> order)
appropriate (amod -> materials)
materials (dobj -> select)
, (punct -> materials)
tools (conj -> materials)
and (cc -> tools)
equipment (conj -> tools)
, (punct -> tools)
or (cc -> tools)
techniques (conj -> tools)
. (punct -> Review)

----------

Sentence: This may involve tasks such as measuring, marking up, or cutting materials; or applying canvas sewing or repair techniques.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
tasks (dobj -> involve)
such (amod -> as)
as (prep -> tasks)
measuring (pcomp -> as)
, (punct -> measuring)
marking (conj -> measuring)
up (prt -> marking)
, (punct -> marking)
or (cc -> marking)
cutting (conj -> marking)
materials (dobj -> cutting)
; (punct -> involve)
or (cc -> involve)
applying (conj -> involve)
canvas (compound -> sewing)
sewing (nmod -> techniques)
or (cc -> sewing)
repair (conj -> sewing)
techniques (dobj -> applying)
. (punct -> involve)

----------

Sentence: Inspect finished work to ensure completed product meets workplace expectations and quality specifications, making adjustments as necessary.
Inspect (csubj -> meets)
finished (amod -> work)
work (dobj -> Inspect)
to (aux -> ensure)
ensure (advcl -> work)
completed (amod -> product)
product (nsubj -> meets)
meets (ROOT -> meets)
workplace (amod -> expectations)
expectations (dobj -> meets)
and (cc -> expectations)
quality (compound -> specifications)
specifications (conj -> expectations)
, (punct -> meets)
making (advcl -> meets)
adjustments (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> meets)

----------

Sentence: Return functionality or desired appearance to furniture by upholstering or reupholstering frames, fixing defects and damage to structures and finishes, treating warped or stained surfaces, and adjusting or replacing components such as webbing, padding, springs, and fabrics.
Return (ROOT -> Return)
functionality (dobj -> Return)
or (cc -> Return)
desired (conj -> Return)
appearance (dobj -> desired)
to (prep -> appearance)
furniture (pobj -> to)
by (prep -> desired)
upholstering (pcomp -> by)
or (cc -> upholstering)
reupholstering (conj -> upholstering)
frames (dobj -> reupholstering)
, (punct -> desired)
fixing (advcl -> desired)
defects (dobj -> fixing)
and (cc -> defects)
damage (conj -> defects)
to (prep -> defects)
structures (pobj -> to)
and (cc -> structures)
finishes (conj -> structures)
, (punct -> fixing)
treating (conj -> fixing)
warped (amod -> surfaces)
or (cc -> warped)
stained (conj -> warped)
surfaces (dobj -> treating)
, (punct -> treating)
and (cc -> treating)
adjusting (conj -> treating)
or (cc -> adjusting)
replacing (conj -> adjusting)
components (dobj -> replacing)
such (amod -> as)
as (prep -> components)
webbing (pobj -> as)
, (punct -> webbing)
padding (conj -> webbing)
, (punct -> padding)
springs (conj -> padding)
, (punct -> springs)
and (cc -> springs)
fabrics (conj -> springs)
. (punct -> Return)

----------

Sentence: Return functionality or desired appearance to furniture by upholstering or reupholstering frames, fixing defects and damage to structures and finishes, treating warped or stained surfaces, and adjusting or replacing components such as webbing, padding, springs, and fabrics.
Return (ROOT -> Return)
functionality (dobj -> Return)
or (cc -> Return)
desired (conj -> Return)
appearance (dobj -> desired)
to (prep -> appearance)
furniture (pobj -> to)
by (prep -> desired)
upholstering (pcomp -> by)
or (cc -> upholstering)
reupholstering (conj -> upholstering)
frames (dobj -> reupholstering)
, (punct -> desired)
fixing (advcl -> desired)
defects (dobj -> fixing)
and (cc -> defects)
damage (conj -> defects)
to (prep -> defects)
structures (pobj -> to)
and (cc -> structures)
finishes (conj -> structures)
, (punct -> fixing)
treating (conj -> fixing)
warped (amod -> surfaces)
or (cc -> warped)
stained (conj -> warped)
surfaces (dobj -> treating)
, (punct -> treating)
and (cc -> treating)
adjusting (conj -> treating)
or (cc -> adjusting)
replacing (conj -> adjusting)
components (dobj -> replacing)
such (amod -> as)
as (prep -> components)
webbing (pobj -> as)
, (punct -> webbing)
padding (conj -> webbing)
, (punct -> padding)
springs (conj -> padding)
, (punct -> springs)
and (cc -> springs)
fabrics (conj -> springs)
. (punct -> Return)

----------

Sentence: Position and secure materials or work pieces onto production equipment in order to facilitate, processing, manufacturing, or production.
Position (nmod -> pieces)
and (cc -> Position)
secure (conj -> Position)
materials (conj -> Position)
or (cc -> materials)
work (conj -> Position)
pieces (ROOT -> pieces)
onto (prep -> pieces)
production (compound -> equipment)
equipment (pobj -> onto)
in (prep -> pieces)
order (pobj -> in)
to (aux -> facilitate)
facilitate (acl -> order)
, (punct -> facilitate)
processing (conj -> facilitate)
, (punct -> processing)
manufacturing (conj -> processing)
, (punct -> manufacturing)
or (cc -> manufacturing)
production (conj -> manufacturing)
. (punct -> pieces)

----------

Sentence: Follow work instructions, manufacturing specifications and work health and safety guidelines in order to determine safe methods, correct positioning, and suitable securement methods including appropriate fixtures, clamps, or adhesives.
Follow (ROOT -> Follow)
work (compound -> instructions)
instructions (dobj -> Follow)
, (punct -> instructions)
manufacturing (advcl -> Follow)
specifications (dobj -> manufacturing)
and (cc -> manufacturing)
work (conj -> manufacturing)
health (nmod -> guidelines)
and (cc -> health)
safety (conj -> health)
guidelines (dobj -> work)
in (prep -> manufacturing)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
safe (amod -> methods)
methods (dobj -> determine)
, (punct -> methods)
correct (amod -> positioning)
positioning (conj -> methods)
, (punct -> positioning)
and (cc -> positioning)
suitable (amod -> methods)
securement (amod -> methods)
methods (conj -> positioning)
including (prep -> methods)
appropriate (amod -> fixtures)
fixtures (pobj -> including)
, (punct -> fixtures)
clamps (conj -> fixtures)
, (punct -> clamps)
or (cc -> clamps)
adhesives (conj -> clamps)
. (punct -> Follow)

----------

Sentence: Inspect work and make adjustments in order to ensure safe and proper alignment.
Inspect (ROOT -> Inspect)
work (dobj -> Inspect)
and (cc -> Inspect)
make (conj -> Inspect)
adjustments (dobj -> make)
in (prep -> make)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
safe (amod -> alignment)
and (cc -> safe)
proper (conj -> safe)
alignment (dobj -> ensure)
. (punct -> Inspect)

----------

Sentence: Clean carpets, rugs, upholstery or drapery in order to maintain cleanliness, appearance, lifespan or functionality.
Clean (amod -> carpets)
carpets (ROOT -> carpets)
, (punct -> carpets)
rugs (conj -> carpets)
, (punct -> rugs)
upholstery (conj -> rugs)
or (cc -> upholstery)
drapery (conj -> upholstery)
in (prep -> carpets)
order (pobj -> in)
to (aux -> maintain)
maintain (acl -> order)
cleanliness (dobj -> maintain)
, (punct -> cleanliness)
appearance (conj -> cleanliness)
, (punct -> appearance)
lifespan (conj -> appearance)
or (cc -> lifespan)
functionality (conj -> lifespan)
. (punct -> carpets)

----------

Sentence: This may involve dusting, shaking, vacuuming, shampooing materials or applying other topical agents in order to remove stains, dust, dirt, and other contaminants.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
dusting (xcomp -> involve)
, (punct -> dusting)
shaking (conj -> dusting)
, (punct -> shaking)
vacuuming (conj -> shaking)
, (punct -> vacuuming)
shampooing (conj -> vacuuming)
materials (dobj -> shampooing)
or (cc -> shampooing)
applying (conj -> shampooing)
other (amod -> agents)
topical (amod -> agents)
agents (dobj -> applying)
in (prep -> involve)
order (pobj -> in)
to (aux -> remove)
remove (acl -> order)
stains (dobj -> remove)
, (punct -> stains)
dust (conj -> stains)
, (punct -> dust)
dirt (conj -> dust)
, (punct -> dirt)
and (cc -> dirt)
other (amod -> contaminants)
contaminants (conj -> dirt)
. (punct -> involve)

----------

Sentence: Choose cleaning products and methods in accordance with the requirements or sensitivities of the surface or material, according to manufacturer’s recommendations, established work procedures or best practice, and align with work health and safety requirements including for the use of hazardous substances.
Choose (ROOT -> Choose)
cleaning (xcomp -> Choose)
products (dobj -> cleaning)
and (cc -> products)
methods (conj -> products)
in (prep -> cleaning)
accordance (pobj -> in)
with (prep -> accordance)
the (det -> requirements)
requirements (pobj -> with)
or (cc -> requirements)
sensitivities (conj -> requirements)
of (prep -> requirements)
the (det -> surface)
surface (pobj -> of)
or (cc -> surface)
material (conj -> surface)
, (punct -> Choose)
according (prep -> Choose)
to (prep -> according)
manufacturer (poss -> recommendations)
’s (case -> manufacturer)
recommendations (pobj -> to)
, (punct -> Choose)
established (conj -> Choose)
work (compound -> procedures)
procedures (dobj -> established)
or (cc -> procedures)
best (amod -> practice)
practice (conj -> procedures)
, (punct -> established)
and (cc -> established)
align (conj -> established)
with (prep -> align)
work (nmod -> requirements)
health (nmod -> requirements)
and (cc -> health)
safety (conj -> health)
requirements (pobj -> with)
including (prep -> requirements)
for (prep -> including)
the (det -> use)
use (pobj -> for)
of (prep -> use)
hazardous (amod -> substances)
substances (pobj -> of)
. (punct -> Choose)

----------

Sentence: Combine and put together various components such as fabric panels, zippers, buttons, linings, or decorative attachments using manual or machine construction techniques in order to assemble garments or textile products.
Combine (ROOT -> Combine)
and (cc -> Combine)
put (conj -> Combine)
together (advmod -> put)
various (amod -> components)
components (dobj -> put)
such (amod -> as)
as (prep -> components)
fabric (compound -> panels)
panels (pobj -> as)
, (punct -> panels)
zippers (conj -> panels)
, (punct -> zippers)
buttons (conj -> zippers)
, (punct -> buttons)
linings (conj -> buttons)
, (punct -> linings)
or (cc -> linings)
decorative (amod -> attachments)
attachments (conj -> linings)
using (advcl -> put)
manual (amod -> techniques)
or (cc -> manual)
machine (conj -> manual)
construction (compound -> techniques)
techniques (dobj -> using)
in (prep -> put)
order (pobj -> in)
to (aux -> assemble)
assemble (acl -> order)
garments (dobj -> assemble)
or (cc -> garments)
textile (compound -> products)
products (conj -> garments)
. (punct -> Combine)

----------

Sentence: Follow work specifications or patterns in order to ensure accuracy and quality, and choose techniques and materials based on desired finished product.
Follow (ROOT -> Follow)
work (compound -> specifications)
specifications (dobj -> Follow)
or (cc -> specifications)
patterns (conj -> specifications)
in (prep -> Follow)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
accuracy (dobj -> ensure)
and (cc -> accuracy)
quality (conj -> accuracy)
, (punct -> Follow)
and (cc -> Follow)
choose (conj -> Follow)
techniques (dobj -> choose)
and (cc -> techniques)
materials (conj -> techniques)
based (acl -> techniques)
on (prep -> based)
desired (amod -> product)
finished (amod -> product)
product (pobj -> on)
. (punct -> Follow)

----------

Sentence: Fabricate and repair canvas and related products such as awnings, tents, tarpaulins, sails, and caravan annexes.
Fabricate (ROOT -> Fabricate)
and (cc -> Fabricate)
repair (conj -> Fabricate)
canvas (dobj -> repair)
and (cc -> canvas)
related (amod -> products)
products (conj -> canvas)
such (amod -> as)
as (prep -> products)
awnings (pobj -> as)
, (punct -> awnings)
tents (conj -> awnings)
, (punct -> tents)
tarpaulins (conj -> tents)
, (punct -> tarpaulins)
sails (conj -> tarpaulins)
, (punct -> sails)
and (cc -> sails)
caravan (compound -> annexes)
annexes (conj -> sails)
. (punct -> Fabricate)

----------

Sentence: Review job requirements and specifications in order to select appropriate materials, tools and equipment, or techniques.
Review (ROOT -> Review)
job (compound -> requirements)
requirements (dobj -> Review)
and (cc -> requirements)
specifications (conj -> requirements)
in (prep -> Review)
order (pobj -> in)
to (aux -> select)
select (acl -> order)
appropriate (amod -> materials)
materials (dobj -> select)
, (punct -> materials)
tools (conj -> materials)
and (cc -> tools)
equipment (conj -> tools)
, (punct -> tools)
or (cc -> tools)
techniques (conj -> tools)
. (punct -> Review)

----------

Sentence: This may involve tasks such as measuring, marking up, or cutting materials; or applying canvas sewing or repair techniques.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
tasks (dobj -> involve)
such (amod -> as)
as (prep -> tasks)
measuring (pcomp -> as)
, (punct -> measuring)
marking (conj -> measuring)
up (prt -> marking)
, (punct -> marking)
or (cc -> marking)
cutting (conj -> marking)
materials (dobj -> cutting)
; (punct -> involve)
or (cc -> involve)
applying (conj -> involve)
canvas (compound -> sewing)
sewing (nmod -> techniques)
or (cc -> sewing)
repair (conj -> sewing)
techniques (dobj -> applying)
. (punct -> involve)

----------

Sentence: Inspect finished work to ensure completed product meets workplace expectations and quality specifications, making adjustments as necessary.
Inspect (csubj -> meets)
finished (amod -> work)
work (dobj -> Inspect)
to (aux -> ensure)
ensure (advcl -> work)
completed (amod -> product)
product (nsubj -> meets)
meets (ROOT -> meets)
workplace (amod -> expectations)
expectations (dobj -> meets)
and (cc -> expectations)
quality (compound -> specifications)
specifications (conj -> expectations)
, (punct -> meets)
making (advcl -> meets)
adjustments (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> meets)

----------

Sentence: Adjust the alignment, positioning, or tension of fabrics or other materials during garment production or processing in order to facilitate the production process, ensure accurate cutting or stitching, or achieve desired effect.
Adjust (ROOT -> Adjust)
the (det -> alignment)
alignment (dobj -> Adjust)
, (punct -> alignment)
positioning (conj -> alignment)
, (punct -> positioning)
or (cc -> positioning)
tension (conj -> positioning)
of (prep -> tension)
fabrics (pobj -> of)
or (cc -> fabrics)
other (amod -> materials)
materials (conj -> fabrics)
during (prep -> Adjust)
garment (compound -> production)
production (pobj -> during)
or (cc -> production)
processing (conj -> production)
in (prep -> Adjust)
order (pobj -> in)
to (aux -> facilitate)
facilitate (acl -> order)
the (det -> process)
production (compound -> process)
process (dobj -> facilitate)
, (punct -> Adjust)
ensure (conj -> Adjust)
accurate (amod -> cutting)
cutting (dobj -> ensure)
or (cc -> cutting)
stitching (conj -> cutting)
, (punct -> ensure)
or (cc -> ensure)
achieve (conj -> ensure)
desired (amod -> effect)
effect (dobj -> achieve)
. (punct -> Adjust)

----------

Sentence: This may involve techniques such as stretching, folding, bending, shaping, straightening, or smoothing.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
techniques (dobj -> involve)
such (amod -> as)
as (prep -> techniques)
stretching (pobj -> as)
, (punct -> stretching)
folding (conj -> stretching)
, (punct -> folding)
bending (conj -> folding)
, (punct -> bending)
shaping (conj -> bending)
, (punct -> shaping)
straightening (conj -> shaping)
, (punct -> straightening)
or (cc -> straightening)
smoothing (conj -> straightening)
. (punct -> involve)

----------

Sentence: Inspect and further adjust materials as necessary to ensure the final garment meets job requirements.
Inspect (ROOT -> Inspect)
and (cc -> Inspect)
further (advmod -> adjust)
adjust (conj -> Inspect)
materials (dobj -> adjust)
as (prep -> adjust)
necessary (amod -> as)
to (aux -> ensure)
ensure (advcl -> adjust)
the (det -> garment)
final (amod -> garment)
garment (nsubj -> meets)
meets (ccomp -> ensure)
job (compound -> requirements)
requirements (dobj -> meets)
. (punct -> Inspect)

----------

Sentence: Exchange relevant knowledge, ideas, or insights with colleagues in order to support collaboration, effective work processes, informed decision-making and ongoing learning.
Exchange (advcl -> processes)
relevant (amod -> knowledge)
knowledge (dobj -> Exchange)
, (punct -> knowledge)
ideas (conj -> knowledge)
, (punct -> ideas)
or (cc -> ideas)
insights (conj -> ideas)
with (prep -> insights)
colleagues (pobj -> with)
in (prep -> Exchange)
order (pobj -> in)
to (aux -> support)
support (acl -> order)
collaboration (dobj -> support)
, (punct -> processes)
effective (amod -> processes)
work (compound -> processes)
processes (ROOT -> processes)
, (punct -> processes)
informed (amod -> making)
decision (compound -> making)
- (punct -> making)
making (conj -> processes)
and (cc -> making)
ongoing (amod -> learning)
learning (conj -> making)
. (punct -> processes)

----------

Sentence: Identify relevant information or staff members and communicate clearly or listen actively in order to ensure the effective exchange of information.
Identify (ROOT -> Identify)
relevant (amod -> information)
information (dobj -> Identify)
or (cc -> information)
staff (compound -> members)
members (conj -> information)
and (cc -> Identify)
communicate (conj -> Identify)
clearly (advmod -> communicate)
or (cc -> communicate)
listen (conj -> communicate)
actively (advmod -> listen)
in (prep -> listen)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
the (det -> exchange)
effective (amod -> exchange)
exchange (dobj -> ensure)
of (prep -> exchange)
information (pobj -> of)
. (punct -> Identify)

----------

Sentence: This may involve facilitating co-design, coordinating timelines or rosters, giving, or receiving technical expertise and guidance, receiving or providing details or updates about a product or service, reviewing work activities or performance, or otherwise having discussions with colleagues about relevant information.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
facilitating (xcomp -> involve)
co (dobj -> facilitating)
- (dobj -> facilitating)
design (dobj -> facilitating)
, (punct -> facilitating)
coordinating (conj -> facilitating)
timelines (dobj -> coordinating)
or (cc -> timelines)
rosters (conj -> timelines)
, (punct -> coordinating)
giving (conj -> coordinating)
, (punct -> giving)
or (cc -> giving)
receiving (conj -> giving)
technical (amod -> expertise)
expertise (dobj -> receiving)
and (cc -> expertise)
guidance (conj -> expertise)
, (punct -> receiving)
receiving (conj -> receiving)
or (cc -> receiving)
providing (conj -> receiving)
details (dobj -> providing)
or (cc -> details)
updates (conj -> details)
about (prep -> details)
a (det -> product)
product (pobj -> about)
or (cc -> product)
service (conj -> product)
, (punct -> receiving)
reviewing (conj -> receiving)
work (compound -> activities)
activities (dobj -> reviewing)
or (cc -> activities)
performance (conj -> activities)
, (punct -> reviewing)
or (cc -> reviewing)
otherwise (advmod -> having)
having (conj -> reviewing)
discussions (dobj -> having)
with (prep -> discussions)
colleagues (pobj -> with)
about (prep -> colleagues)
relevant (amod -> information)
information (pobj -> about)
. (punct -> involve)

----------

Sentence: Return functionality, structural integrity or desired appearance to textiles or apparel by mending damage (including sewing, patching, refinishing leather) or replacing components (such as zips, buttons, or heels).
Return (ROOT -> Return)
functionality (dobj -> Return)
, (punct -> functionality)
structural (amod -> integrity)
integrity (conj -> functionality)
or (cc -> integrity)
desired (amod -> appearance)
appearance (conj -> integrity)
to (prep -> appearance)
textiles (pobj -> to)
or (cc -> textiles)
apparel (conj -> textiles)
by (prep -> Return)
mending (pcomp -> by)
damage (dobj -> mending)
( (punct -> damage)
including (prep -> damage)
sewing (pobj -> including)
, (punct -> sewing)
patching (conj -> sewing)
, (punct -> patching)
refinishing (amod -> leather)
leather (appos -> sewing)
) (punct -> sewing)
or (cc -> sewing)
replacing (conj -> sewing)
components (dobj -> replacing)
( (punct -> components)
such (amod -> as)
as (prep -> components)
zips (pobj -> as)
, (punct -> zips)
buttons (conj -> zips)
, (punct -> buttons)
or (cc -> buttons)
heels (conj -> buttons)
) (punct -> Return)
. (punct -> Return)

----------

Sentence: Read, interpret, and understand work documentation such as reports, designs, blueprints, specifications, work orders, technical information, or other instructions to determine work requirements.
Read (ROOT -> Read)
, (punct -> Read)
interpret (conj -> Read)
, (punct -> interpret)
and (cc -> interpret)
understand (conj -> interpret)
work (compound -> documentation)
documentation (dobj -> understand)
such (amod -> as)
as (prep -> documentation)
reports (pobj -> as)
, (punct -> reports)
designs (conj -> reports)
, (punct -> designs)
blueprints (conj -> designs)
, (punct -> blueprints)
specifications (conj -> blueprints)
, (punct -> specifications)
work (compound -> orders)
orders (conj -> specifications)
, (punct -> orders)
technical (amod -> information)
information (conj -> orders)
, (punct -> information)
or (cc -> information)
other (amod -> instructions)
instructions (conj -> information)
to (aux -> determine)
determine (acl -> instructions)
work (compound -> requirements)
requirements (dobj -> determine)
. (punct -> Read)

----------

Sentence: These may include the required materials, resources, equipment, tools, machinery, timeframes, dependencies, procedures, processes, sequences, or methods to deliver the required outcome.
These (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> materials)
required (amod -> materials)
materials (dobj -> include)
, (punct -> materials)
resources (conj -> materials)
, (punct -> resources)
equipment (conj -> resources)
, (punct -> equipment)
tools (conj -> equipment)
, (punct -> tools)
machinery (conj -> tools)
, (punct -> machinery)
timeframes (conj -> machinery)
, (punct -> timeframes)
dependencies (conj -> timeframes)
, (punct -> dependencies)
procedures (conj -> dependencies)
, (punct -> procedures)
processes (conj -> procedures)
, (punct -> processes)
sequences (conj -> processes)
, (punct -> sequences)
or (cc -> sequences)
methods (conj -> sequences)
to (aux -> deliver)
deliver (xcomp -> include)
the (det -> outcome)
required (amod -> outcome)
outcome (dobj -> deliver)
. (punct -> include)

----------

Sentence: Estimate the costs of goods, services, or materials by considering factors such as labour, production, transportation, or procurement expenses.
Estimate (ROOT -> Estimate)
the (det -> costs)
costs (dobj -> Estimate)
of (prep -> costs)
goods (pobj -> of)
, (punct -> goods)
services (conj -> goods)
, (punct -> services)
or (cc -> services)
materials (conj -> services)
by (prep -> Estimate)
considering (pcomp -> by)
factors (dobj -> considering)
such (amod -> as)
as (prep -> factors)
labour (pobj -> as)
, (punct -> labour)
production (conj -> labour)
, (punct -> production)
transportation (conj -> production)
, (punct -> transportation)
or (cc -> transportation)
procurement (compound -> expenses)
expenses (conj -> transportation)
. (punct -> Estimate)

----------

Sentence: Utilise cost estimation techniques, undertake research, and consider recent trends and historical data to develop accurate and realistic cost projections.
Utilise (compound -> techniques)
cost (compound -> techniques)
estimation (compound -> techniques)
techniques (nsubj -> undertake)
, (punct -> techniques)
undertake (ROOT -> undertake)
research (dobj -> undertake)
, (punct -> undertake)
and (cc -> undertake)
consider (conj -> undertake)
recent (amod -> trends)
trends (dobj -> consider)
and (cc -> trends)
historical (amod -> data)
data (conj -> trends)
to (aux -> develop)
develop (advcl -> consider)
accurate (amod -> projections)
and (cc -> accurate)
realistic (conj -> accurate)
cost (compound -> projections)
projections (dobj -> develop)
. (punct -> undertake)

----------

Sentence: Record operational or production data, identifying and capturing relevant information accurately and systemically, to enable the monitoring, control, or improvement of processes or to meet reporting and record keeping requirements.
Record (nmod -> data)
operational (amod -> data)
or (cc -> operational)
production (conj -> operational)
data (ROOT -> data)
, (punct -> data)
identifying (acl -> data)
and (cc -> identifying)
capturing (conj -> identifying)
relevant (amod -> information)
information (dobj -> capturing)
accurately (advmod -> capturing)
and (cc -> accurately)
systemically (conj -> accurately)
, (punct -> data)
to (aux -> enable)
enable (relcl -> data)
the (det -> monitoring)
monitoring (dobj -> enable)
, (punct -> monitoring)
control (conj -> monitoring)
, (punct -> control)
or (cc -> control)
improvement (conj -> control)
of (prep -> improvement)
processes (pobj -> of)
or (cc -> enable)
to (aux -> meet)
meet (conj -> enable)
reporting (dobj -> meet)
and (cc -> reporting)
record (compound -> keeping)
keeping (compound -> requirements)
requirements (conj -> reporting)
. (punct -> data)

----------

Sentence: This may include the use of industry-specific technical equipment or software.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
the (det -> use)
use (dobj -> include)
of (prep -> use)
industry (npadvmod -> specific)
- (punct -> specific)
specific (amod -> equipment)
technical (amod -> equipment)
equipment (pobj -> of)
or (cc -> equipment)
software (conj -> equipment)
. (punct -> include)

----------

Sentence: Attach decorative or functional accessories or fittings (such as buttons, handles, hooks, or zippers) to products in order to enhance usability or functionality, support accessibility needs, or create an aesthetically pleasing effect.
Attach (ROOT -> Attach)
decorative (amod -> accessories)
or (cc -> decorative)
functional (conj -> decorative)
accessories (dobj -> Attach)
or (cc -> accessories)
fittings (conj -> accessories)
( (punct -> fittings)
such (amod -> as)
as (prep -> fittings)
buttons (pobj -> as)
, (punct -> buttons)
handles (conj -> buttons)
, (punct -> handles)
hooks (conj -> handles)
, (punct -> hooks)
or (cc -> hooks)
zippers (conj -> hooks)
) (punct -> accessories)
to (prep -> Attach)
products (pobj -> to)
in (prep -> Attach)
order (pobj -> in)
to (aux -> enhance)
enhance (acl -> order)
usability (dobj -> enhance)
or (cc -> usability)
functionality (conj -> usability)
, (punct -> Attach)
support (conj -> Attach)
accessibility (compound -> needs)
needs (dobj -> support)
, (punct -> support)
or (cc -> support)
create (conj -> support)
an (det -> effect)
aesthetically (advmod -> pleasing)
pleasing (amod -> effect)
effect (dobj -> create)
. (punct -> Attach)

----------

Sentence: This may involve reviewing designs, conferring with customers to review their needs or preferences, selecting appropriate accessories and methods for attachment (such as adhesives, fastenings, welding, or stitching), and checking products to ensure functionality and quality.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
reviewing (amod -> designs)
designs (dobj -> involve)
, (punct -> involve)
conferring (advcl -> involve)
with (prep -> conferring)
customers (pobj -> with)
to (aux -> review)
review (advcl -> conferring)
their (poss -> needs)
needs (dobj -> review)
or (cc -> needs)
preferences (conj -> needs)
, (punct -> review)
selecting (conj -> conferring)
appropriate (amod -> accessories)
accessories (dobj -> selecting)
and (cc -> accessories)
methods (conj -> accessories)
for (prep -> accessories)
attachment (pobj -> for)
( (punct -> accessories)
such (amod -> as)
as (prep -> accessories)
adhesives (pobj -> as)
, (punct -> adhesives)
fastenings (conj -> adhesives)
, (punct -> fastenings)
welding (conj -> fastenings)
, (punct -> welding)
or (cc -> welding)
stitching (conj -> welding)
) (punct -> accessories)
, (punct -> involve)
and (cc -> involve)
checking (conj -> involve)
products (dobj -> checking)
to (aux -> ensure)
ensure (advcl -> checking)
functionality (dobj -> ensure)
and (cc -> functionality)
quality (conj -> functionality)
. (punct -> involve)

----------

Sentence: Design and fabricate work aids, for example, patterns, templates, fixtures, or jigs, to support the production process and ensure accuracy and quality of work.
Design (ROOT -> Design)
and (cc -> Design)
fabricate (conj -> Design)
work (compound -> aids)
aids (dobj -> fabricate)
, (punct -> Design)
for (prep -> patterns)
example (pobj -> for)
, (punct -> patterns)
patterns (conj -> Design)
, (punct -> patterns)
templates (conj -> patterns)
, (punct -> templates)
fixtures (conj -> templates)
, (punct -> fixtures)
or (cc -> fixtures)
jigs (conj -> fixtures)
, (punct -> Design)
to (aux -> support)
support (advcl -> Design)
the (det -> process)
production (compound -> process)
process (dobj -> support)
and (cc -> support)
ensure (conj -> support)
accuracy (dobj -> ensure)
and (cc -> accuracy)
quality (conj -> accuracy)
of (prep -> accuracy)
work (pobj -> of)
. (punct -> Design)

----------

Sentence: Interpret requirements and specifications for work pieces in order to determine the required measurements, patterns, tools, equipment, materials, and instructions.
Interpret (ROOT -> Interpret)
requirements (dobj -> Interpret)
and (cc -> requirements)
specifications (conj -> requirements)
for (prep -> requirements)
work (compound -> pieces)
pieces (pobj -> for)
in (prep -> Interpret)
order (pobj -> in)
to (aux -> determine)
determine (acl -> order)
the (det -> measurements)
required (amod -> measurements)
measurements (dobj -> determine)
, (punct -> measurements)
patterns (conj -> measurements)
, (punct -> patterns)
tools (conj -> patterns)
, (punct -> tools)
equipment (conj -> tools)
, (punct -> equipment)
materials (conj -> equipment)
, (punct -> materials)
and (cc -> materials)
instructions (conj -> materials)
. (punct -> Interpret)

----------

Sentence: This may include creating written or visual instructions to support task performance and ensure consistent outcomes.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
creating (xcomp -> include)
written (amod -> instructions)
or (cc -> written)
visual (conj -> written)
instructions (dobj -> creating)
to (aux -> support)
support (advcl -> creating)
task (compound -> performance)
performance (dobj -> support)
and (cc -> support)
ensure (conj -> support)
consistent (amod -> outcomes)
outcomes (dobj -> ensure)
. (punct -> include)

----------

Sentence: Review work aids against specifications, making alterations as necessary.
Review (nsubj -> work)
work (ROOT -> work)
aids (dobj -> work)
against (prep -> aids)
specifications (pobj -> against)
, (punct -> work)
making (advcl -> work)
alterations (dobj -> making)
as (prep -> making)
necessary (amod -> as)
. (punct -> work)

----------

Sentence: Cut and trim fabrics, textiles, leather or hide, using appropriate techniques and tools based on material requirements.
Cut (ROOT -> Cut)
and (cc -> Cut)
trim (conj -> Cut)
fabrics (dobj -> trim)
, (punct -> fabrics)
textiles (conj -> fabrics)
, (punct -> textiles)
leather (conj -> textiles)
or (cc -> leather)
hide (conj -> leather)
, (punct -> Cut)
using (advcl -> Cut)
appropriate (amod -> techniques)
techniques (dobj -> using)
and (cc -> techniques)
tools (conj -> techniques)
based (acl -> techniques)
on (prep -> based)
material (compound -> requirements)
requirements (pobj -> on)
. (punct -> Cut)

----------

Sentence: Account for factors such as material type, thickness, flexibility, or texture.
Account (ROOT -> Account)
for (prep -> Account)
factors (pobj -> for)
such (amod -> as)
as (prep -> factors)
material (compound -> type)
type (pobj -> as)
, (punct -> type)
thickness (conj -> type)
, (punct -> thickness)
flexibility (conj -> thickness)
, (punct -> flexibility)
or (cc -> flexibility)
texture (conj -> flexibility)
. (punct -> Account)

----------

Sentence: Follow measurements, patterns, or templates to ensure materials have the correct dimensions for use, installation, or further processing, meet quality requirements and to fix any deficiencies.
Follow (amod -> measurements)
measurements (nsubj -> have)
, (punct -> measurements)
patterns (conj -> measurements)
, (punct -> patterns)
or (cc -> patterns)
templates (conj -> patterns)
to (aux -> ensure)
ensure (relcl -> measurements)
materials (dobj -> ensure)
have (ROOT -> have)
the (det -> dimensions)
correct (amod -> dimensions)
dimensions (dobj -> have)
for (prep -> dimensions)
use (pobj -> for)
, (punct -> use)
installation (conj -> use)
, (punct -> installation)
or (cc -> installation)
further (amod -> processing)
processing (conj -> installation)
, (punct -> have)
meet (conj -> have)
quality (compound -> requirements)
requirements (dobj -> meet)
and (cc -> meet)
to (aux -> fix)
fix (conj -> meet)
any (det -> deficiencies)
deficiencies (dobj -> fix)
. (punct -> have)

----------

Sentence: Layout and mark guidelines on materials or workpieces to ensure accurate and consistent placements, measurements, and cuts.
Layout (ROOT -> Layout)
and (cc -> Layout)
mark (conj -> Layout)
guidelines (dobj -> mark)
on (prep -> guidelines)
materials (pobj -> on)
or (cc -> materials)
workpieces (conj -> materials)
to (aux -> ensure)
ensure (advcl -> mark)
accurate (amod -> placements)
and (cc -> accurate)
consistent (conj -> accurate)
placements (dobj -> ensure)
, (punct -> placements)
measurements (conj -> placements)
, (punct -> measurements)
and (cc -> measurements)
cuts (conj -> measurements)
. (punct -> Layout)

----------

Sentence: Utilise patterns, templates, blueprints, or sketches to ensure work is produced in accordance with job specifications.
Utilise (compound -> patterns)
patterns (ROOT -> patterns)
, (punct -> patterns)
templates (conj -> patterns)
, (punct -> templates)
blueprints (conj -> templates)
, (punct -> blueprints)
or (cc -> blueprints)
sketches (conj -> blueprints)
to (aux -> ensure)
ensure (xcomp -> sketches)
work (nsubjpass -> produced)
is (auxpass -> produced)
produced (ccomp -> ensure)
in (prep -> produced)
accordance (pobj -> in)
with (prep -> accordance)
job (compound -> specifications)
specifications (pobj -> with)
. (punct -> patterns)

----------

Sentence: Review and maintain data in information systems or databases, ensuring that information is up to date, correct, and kept in accordance with the relevant legislation or procedures.
Review (nsubj -> ensuring)
and (cc -> Review)
maintain (conj -> Review)
data (dobj -> maintain)
in (prep -> data)
information (compound -> systems)
systems (pobj -> in)
or (cc -> systems)
databases (conj -> systems)
, (punct -> maintain)
ensuring (ROOT -> ensuring)
that (mark -> is)
information (nsubj -> is)
is (ccomp -> ensuring)
up (prep -> is)
to (prep -> up)
date (pobj -> to)
, (punct -> is)
correct (acomp -> is)
, (punct -> correct)
and (cc -> correct)
kept (conj -> correct)
in (prep -> kept)
accordance (pobj -> in)
with (prep -> accordance)
the (det -> legislation)
relevant (amod -> legislation)
legislation (pobj -> with)
or (cc -> legislation)
procedures (conj -> legislation)
. (punct -> ensuring)

----------

Sentence: This may include regulations relating to information security, privacy, reporting and record keeping.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
regulations (dobj -> include)
relating (acl -> regulations)
to (prep -> relating)
information (compound -> security)
security (pobj -> to)
, (punct -> security)
privacy (conj -> security)
, (punct -> privacy)
reporting (conj -> privacy)
and (cc -> reporting)
record (compound -> keeping)
keeping (conj -> reporting)
. (punct -> include)

----------

Sentence: Handle medical billing tasks, such as submitting claims, processing payments, or updating patient records, ensuring that information is accurate and in compliance with relevant regulations, industry standards, and organisational policies.
Handle (ROOT -> Handle)
medical (amod -> tasks)
billing (compound -> tasks)
tasks (dobj -> Handle)
, (punct -> tasks)
such (amod -> as)
as (prep -> tasks)
submitting (pcomp -> as)
claims (dobj -> submitting)
, (punct -> claims)
processing (compound -> payments)
payments (conj -> claims)
, (punct -> submitting)
or (cc -> submitting)
updating (conj -> submitting)
patient (amod -> records)
records (dobj -> updating)
, (punct -> Handle)
ensuring (advcl -> Handle)
that (mark -> is)
information (nsubj -> is)
is (ccomp -> ensuring)
accurate (acomp -> is)
and (cc -> accurate)
in (conj -> accurate)
compliance (pobj -> in)
with (prep -> compliance)
relevant (amod -> regulations)
regulations (pobj -> with)
, (punct -> regulations)
industry (compound -> standards)
standards (conj -> regulations)
, (punct -> standards)
and (cc -> standards)
organisational (amod -> policies)
policies (conj -> standards)
. (punct -> Handle)

----------

Sentence: Collaborate with healthcare providers, insurance companies, government agencies or service providers and patients to process payments and resolve any billing-related issues or discrepancies.
Collaborate (ROOT -> Collaborate)
with (prep -> Collaborate)
healthcare (compound -> providers)
providers (pobj -> with)
, (punct -> providers)
insurance (compound -> companies)
companies (conj -> providers)
, (punct -> companies)
government (compound -> agencies)
agencies (conj -> companies)
or (cc -> agencies)
service (compound -> providers)
providers (conj -> agencies)
and (cc -> providers)
patients (conj -> providers)
to (aux -> process)
process (advcl -> Collaborate)
payments (dobj -> process)
and (cc -> process)
resolve (conj -> process)
any (det -> issues)
billing (npadvmod -> related)
- (punct -> related)
related (amod -> issues)
issues (dobj -> resolve)
or (cc -> issues)
discrepancies (conj -> issues)
. (punct -> Collaborate)

----------

Sentence: Develop organisational standards, policies, guidelines, programs, or procedures that govern or outline expectations for outcomes, quality, priorities, safety or behaviour within an organisation, or support employees to work safely and effectively.
Develop (ROOT -> Develop)
organisational (amod -> standards)
standards (dobj -> Develop)
, (punct -> standards)
policies (conj -> standards)
, (punct -> policies)
guidelines (conj -> policies)
, (punct -> guidelines)
programs (conj -> guidelines)
, (punct -> programs)
or (cc -> programs)
procedures (conj -> programs)
that (nsubj -> govern)
govern (relcl -> policies)
or (cc -> govern)
outline (conj -> govern)
expectations (dobj -> outline)
for (prep -> expectations)
outcomes (pobj -> for)
, (punct -> outcomes)
quality (conj -> outcomes)
, (punct -> quality)
priorities (conj -> quality)
, (punct -> priorities)
safety (conj -> priorities)
or (cc -> safety)
behaviour (conj -> safety)
within (prep -> govern)
an (det -> organisation)
organisation (pobj -> within)
, (punct -> Develop)
or (cc -> Develop)
support (conj -> Develop)
employees (dobj -> support)
to (aux -> work)
work (xcomp -> support)
safely (advmod -> work)
and (cc -> safely)
effectively (conj -> safely)
. (punct -> Develop)

----------

Sentence: Ensure alignment with organisational mission, values, and strategic objectives, and compliance with relevant standards, norms, laws, and regulations.
Ensure (ROOT -> Ensure)
alignment (dobj -> Ensure)
with (prep -> alignment)
organisational (amod -> mission)
mission (pobj -> with)
, (punct -> mission)
values (conj -> mission)
, (punct -> values)
and (cc -> values)
strategic (amod -> objectives)
objectives (conj -> values)
, (punct -> objectives)
and (cc -> objectives)
compliance (conj -> objectives)
with (prep -> compliance)
relevant (amod -> standards)
standards (pobj -> with)
, (punct -> standards)
norms (conj -> standards)
, (punct -> norms)
laws (conj -> norms)
, (punct -> laws)
and (cc -> laws)
regulations (conj -> laws)
. (punct -> Ensure)

----------

Sentence: Ensure that reporting requirements are met, and mechanisms for addressing non-compliance are clear.
Ensure (ROOT -> Ensure)
that (mark -> met)
reporting (compound -> requirements)
requirements (nsubjpass -> met)
are (auxpass -> met)
met (ccomp -> Ensure)
, (punct -> met)
and (cc -> met)
mechanisms (nsubj -> are)
for (prep -> mechanisms)
addressing (pcomp -> for)
non (dobj -> addressing)
- (dobj -> addressing)
compliance (dobj -> addressing)
are (conj -> Ensure)
clear (acomp -> are)
. (punct -> are)

----------

Sentence: Coordinate with others in order to plan, organise, coordinate, conduct, and manage operational activities and ensure work activities are completed efficiently, effectively and in line with operational policies and procedures.
Coordinate (ROOT -> Coordinate)
with (prep -> Coordinate)
others (pobj -> with)
in (prep -> Coordinate)
order (pobj -> in)
to (aux -> plan)
plan (acl -> order)
, (punct -> plan)
organise (conj -> plan)
, (punct -> organise)
coordinate (conj -> organise)
, (punct -> coordinate)
conduct (conj -> coordinate)
, (punct -> conduct)
and (cc -> Coordinate)
manage (conj -> Coordinate)
operational (amod -> activities)
activities (dobj -> manage)
and (cc -> manage)
ensure (conj -> manage)
work (compound -> activities)
activities (nsubjpass -> completed)
are (auxpass -> completed)
completed (ccomp -> ensure)
efficiently (advmod -> completed)
, (punct -> completed)
effectively (advmod -> completed)
and (cc -> effectively)
in (conj -> effectively)
line (pobj -> in)
with (prep -> line)
operational (amod -> policies)
policies (pobj -> with)
and (cc -> policies)
procedures (conj -> policies)
. (punct -> Coordinate)

----------

Sentence: This may involve identifying relevant tasks, dependencies, and technical requirements, communicating expectations, coordinating or scheduling work activities and tasks, delegating responsibilities, distributing materials, providing support to colleagues using open communication, requesting or providing technical advice, addressing concerns or issues, and facilitating a cooperative work environment that fosters teamwork and problem solving.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
identifying (xcomp -> involve)
relevant (amod -> tasks)
tasks (dobj -> identifying)
, (punct -> tasks)
dependencies (conj -> tasks)
, (punct -> dependencies)
and (cc -> dependencies)
technical (amod -> requirements)
requirements (conj -> dependencies)
, (punct -> requirements)
communicating (advcl -> involve)
expectations (dobj -> communicating)
, (punct -> expectations)
coordinating (conj -> communicating)
or (cc -> coordinating)
scheduling (compound -> work)
work (compound -> activities)
activities (conj -> coordinating)
and (cc -> activities)
tasks (conj -> activities)
, (punct -> coordinating)
delegating (conj -> coordinating)
responsibilities (dobj -> delegating)
, (punct -> delegating)
distributing (advcl -> communicating)
materials (dobj -> distributing)
, (punct -> communicating)
providing (conj -> communicating)
support (dobj -> providing)
to (dative -> providing)
colleagues (pobj -> to)
using (acl -> colleagues)
open (amod -> communication)
communication (dobj -> using)
, (punct -> providing)
requesting (conj -> providing)
or (cc -> requesting)
providing (conj -> requesting)
technical (amod -> advice)
advice (dobj -> providing)
, (punct -> providing)
addressing (conj -> providing)
concerns (dobj -> addressing)
or (cc -> concerns)
issues (conj -> concerns)
, (punct -> providing)
and (cc -> providing)
facilitating (conj -> providing)
a (det -> environment)
cooperative (amod -> environment)
work (compound -> environment)
environment (dobj -> facilitating)
that (nsubj -> fosters)
fosters (nsubj -> teamwork)
teamwork (relcl -> environment)
and (cc -> teamwork)
problem (compound -> solving)
solving (conj -> teamwork)
. (punct -> involve)

----------

Sentence: Track and monitor resource supply, stock, use, demand, state, or quality in order to ensure the effective supply, allocation and use of materials, equipment, finances or human resources.
Track (ROOT -> Track)
and (cc -> Track)
monitor (conj -> Track)
resource (compound -> supply)
supply (dobj -> monitor)
, (punct -> supply)
stock (conj -> supply)
, (punct -> stock)
use (conj -> stock)
, (punct -> use)
demand (conj -> use)
, (punct -> demand)
state (conj -> demand)
, (punct -> state)
or (cc -> state)
quality (conj -> state)
in (prep -> monitor)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
the (det -> supply)
effective (amod -> supply)
supply (dobj -> ensure)
, (punct -> supply)
allocation (conj -> supply)
and (cc -> allocation)
use (conj -> allocation)
of (prep -> allocation)
materials (pobj -> of)
, (punct -> materials)
equipment (conj -> materials)
, (punct -> equipment)
finances (conj -> equipment)
or (cc -> finances)
human (amod -> resources)
resources (conj -> finances)
. (punct -> Track)

----------

Sentence: Adjust resources and address issues or bottlenecks as required.
Adjust (ROOT -> Adjust)
resources (dobj -> Adjust)
and (cc -> resources)
address (compound -> issues)
issues (conj -> resources)
or (cc -> issues)
bottlenecks (conj -> issues)
as (mark -> required)
required (advcl -> Adjust)
. (punct -> Adjust)

----------

Sentence: Direct and oversee health care operations.
Direct (ROOT -> Direct)
and (cc -> Direct)
oversee (conj -> Direct)
health (compound -> care)
care (compound -> operations)
operations (dobj -> oversee)
. (punct -> Direct)

----------

Sentence: This may involve providing technical or specialist expertise and guidance or undertaking project management tasks such as determining and managing resourcing, scheduling, and ensuring compliance with relevant legislation, codes, and standards.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
providing (xcomp -> involve)
technical (amod -> expertise)
or (cc -> technical)
specialist (conj -> technical)
expertise (dobj -> providing)
and (cc -> expertise)
guidance (nmod -> tasks)
or (cc -> guidance)
undertaking (conj -> guidance)
project (compound -> management)
management (compound -> tasks)
tasks (conj -> expertise)
such (amod -> as)
as (prep -> tasks)
determining (pcomp -> as)
and (cc -> determining)
managing (conj -> determining)
resourcing (dobj -> managing)
, (punct -> resourcing)
scheduling (conj -> resourcing)
, (punct -> determining)
and (cc -> determining)
ensuring (conj -> determining)
compliance (dobj -> ensuring)
with (prep -> compliance)
relevant (amod -> legislation)
legislation (pobj -> with)
, (punct -> legislation)
codes (conj -> legislation)
, (punct -> codes)
and (cc -> codes)
standards (conj -> codes)
. (punct -> involve)

----------

Sentence: Undertake patient identification procedures to match patients to intended procedures or treatments in order to ensure patients receive the care intended for them and to prevent errors or adverse outcomes.
Undertake (ROOT -> Undertake)
patient (amod -> identification)
identification (compound -> procedures)
procedures (dobj -> Undertake)
to (aux -> match)
match (xcomp -> Undertake)
patients (dobj -> match)
to (prep -> match)
intended (amod -> procedures)
procedures (pobj -> to)
or (cc -> procedures)
treatments (conj -> procedures)
in (prep -> match)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
patients (nsubj -> receive)
receive (ccomp -> ensure)
the (det -> care)
care (dobj -> receive)
intended (acl -> care)
for (prep -> intended)
them (pobj -> for)
and (cc -> ensure)
to (aux -> prevent)
prevent (conj -> ensure)
errors (dobj -> prevent)
or (cc -> errors)
adverse (amod -> outcomes)
outcomes (conj -> errors)
. (punct -> Undertake)

----------

Sentence: Follow the NSQHS Communicating for Safety Standard for correct identification and procedure matching, and develop and utilise checklists, protocols, or routines to facilitate matching.
Follow (ROOT -> Follow)
the (det -> Communicating)
NSQHS (compound -> Communicating)
Communicating (dobj -> Follow)
for (prep -> Communicating)
Safety (compound -> Standard)
Standard (pobj -> for)
for (prep -> Communicating)
correct (amod -> identification)
identification (pobj -> for)
and (cc -> identification)
procedure (compound -> matching)
matching (conj -> identification)
, (punct -> Follow)
and (cc -> Follow)
develop (conj -> Follow)
and (cc -> develop)
utilise (conj -> develop)
checklists (dobj -> utilise)
, (punct -> checklists)
protocols (conj -> checklists)
, (punct -> protocols)
or (cc -> protocols)
routines (conj -> protocols)
to (aux -> facilitate)
facilitate (relcl -> routines)
matching (dobj -> facilitate)
. (punct -> Follow)

----------

Sentence: Utilise at least three approved patient identifiers at the time of admission or registration; when matching a patient's identity to care, medicine, therapy, or services; whenever clinical handover or patient transfer occurs; whenever discharge documentation is generated; and in specific service settings.
Utilise (nsubjpass -> generated)
at (advmod -> least)
least (advmod -> three)
three (nummod -> identifiers)
approved (amod -> identifiers)
patient (compound -> identifiers)
identifiers (dobj -> Utilise)
at (prep -> identifiers)
the (det -> time)
time (pobj -> at)
of (prep -> time)
admission (pobj -> of)
or (cc -> admission)
registration (conj -> admission)
; (punct -> generated)
when (advmod -> matching)
matching (advcl -> generated)
a (det -> patient)
patient (poss -> identity)
's (case -> patient)
identity (dobj -> matching)
to (prep -> identity)
care (pobj -> to)
, (punct -> care)
medicine (conj -> care)
, (punct -> medicine)
therapy (conj -> medicine)
, (punct -> therapy)
or (cc -> therapy)
services (conj -> therapy)
; (punct -> generated)
whenever (advmod -> occurs)
clinical (amod -> handover)
handover (nsubj -> occurs)
or (cc -> handover)
patient (amod -> transfer)
transfer (conj -> handover)
occurs (advcl -> generated)
; (punct -> generated)
whenever (advmod -> generated)
discharge (compound -> documentation)
documentation (nsubjpass -> generated)
is (auxpass -> generated)
generated (ROOT -> generated)
; (punct -> generated)
and (cc -> generated)
in (conj -> generated)
specific (amod -> settings)
service (compound -> settings)
settings (pobj -> in)
. (punct -> generated)

----------

Sentence: Liaise between departments or other groups to improve function or communication and ensure the effectiveness, safety, or quality of work practices and operations.
Liaise (ROOT -> Liaise)
between (prep -> Liaise)
departments (pobj -> between)
or (cc -> departments)
other (amod -> groups)
groups (conj -> departments)
to (aux -> improve)
improve (advcl -> Liaise)
function (dobj -> improve)
or (cc -> function)
communication (conj -> function)
and (cc -> improve)
ensure (conj -> improve)
the (det -> effectiveness)
effectiveness (dobj -> ensure)
, (punct -> effectiveness)
safety (conj -> effectiveness)
, (punct -> safety)
or (cc -> safety)
quality (conj -> safety)
of (prep -> quality)
work (compound -> practices)
practices (pobj -> of)
and (cc -> practices)
operations (conj -> practices)
. (punct -> Liaise)

----------

Sentence: Establish and foster professional connections with relevant stakeholders, share knowledge and ideas, address concerns, agree on common goals, and tailor liaison methods to ensure communication is provided with consideration of the preferences and accessibility needs of others in order to ultimately improve the overall functioning of the organisation.
Establish (nsubj -> agree)
and (cc -> Establish)
foster (amod -> connections)
professional (amod -> connections)
connections (conj -> Establish)
with (prep -> connections)
relevant (amod -> stakeholders)
stakeholders (pobj -> with)
, (punct -> Establish)
share (conj -> Establish)
knowledge (dobj -> share)
and (cc -> knowledge)
ideas (conj -> knowledge)
, (punct -> knowledge)
address (compound -> concerns)
concerns (conj -> knowledge)
, (punct -> Establish)
agree (ROOT -> agree)
on (prep -> agree)
common (amod -> goals)
goals (pobj -> on)
, (punct -> agree)
and (cc -> agree)
tailor (compound -> liaison)
liaison (compound -> methods)
methods (conj -> agree)
to (aux -> ensure)
ensure (advcl -> agree)
communication (nsubjpass -> provided)
is (auxpass -> provided)
provided (ccomp -> ensure)
with (prep -> provided)
consideration (pobj -> with)
of (prep -> consideration)
the (det -> preferences)
preferences (pobj -> of)
and (cc -> preferences)
accessibility (compound -> needs)
needs (conj -> preferences)
of (prep -> preferences)
others (pobj -> of)
in (prep -> provided)
order (pobj -> in)
to (aux -> improve)
ultimately (advmod -> improve)
improve (acl -> order)
the (det -> functioning)
overall (amod -> functioning)
functioning (dobj -> improve)
of (prep -> functioning)
the (det -> organisation)
organisation (pobj -> of)
. (punct -> agree)

----------

Sentence: Record, review, and maintain allied health or social service client records, ensuring that details are current, correct, and meet legal obligations for record keeping including what information can and cannot be collected.
Record (ROOT -> Record)
, (punct -> Record)
review (appos -> Record)
, (punct -> Record)
and (cc -> Record)
maintain (conj -> Record)
allied (amod -> health)
health (dobj -> maintain)
or (cc -> health)
social (amod -> service)
service (compound -> client)
client (compound -> records)
records (conj -> health)
, (punct -> maintain)
ensuring (advcl -> maintain)
that (mark -> are)
details (nsubj -> are)
are (ccomp -> ensuring)
current (amod -> correct)
, (punct -> correct)
correct (acomp -> are)
, (punct -> correct)
and (cc -> correct)
meet (conj -> correct)
legal (amod -> obligations)
obligations (dobj -> meet)
for (prep -> obligations)
record (compound -> keeping)
keeping (pobj -> for)
including (prep -> keeping)
what (det -> information)
information (pcomp -> including)
can (pcomp -> including)
and (cc -> meet)
can (aux -> collected)
not (neg -> collected)
be (auxpass -> collected)
collected (conj -> meet)
. (punct -> Record)

----------

Sentence: Ensure that records are stored, handled, maintained, or destroyed according to information security, privacy, and other requirements, including controlled access to personal information.
Ensure (ROOT -> Ensure)
that (mark -> stored)
records (nsubjpass -> stored)
are (auxpass -> stored)
stored (ccomp -> Ensure)
, (punct -> stored)
handled (conj -> stored)
, (punct -> handled)
maintained (conj -> handled)
, (punct -> maintained)
or (cc -> maintained)
destroyed (conj -> maintained)
according (prep -> destroyed)
to (prep -> according)
information (compound -> security)
security (pobj -> to)
, (punct -> security)
privacy (conj -> security)
, (punct -> privacy)
and (cc -> privacy)
other (amod -> requirements)
requirements (conj -> privacy)
, (punct -> requirements)
including (prep -> requirements)
controlled (amod -> access)
access (pobj -> including)
to (prep -> access)
personal (amod -> information)
information (pobj -> to)
. (punct -> Ensure)

----------

Sentence: Develop budgets for projects or operations by determining budget parameters based on research, consultation, and negotiation; analysing available information; making income and expenditure estimates; and allocating financial resources in alignment with strategic goals and objectives.
Develop (ROOT -> Develop)
budgets (dobj -> Develop)
for (prep -> budgets)
projects (pobj -> for)
or (cc -> projects)
operations (conj -> projects)
by (prep -> Develop)
determining (pcomp -> by)
budget (compound -> parameters)
parameters (dobj -> determining)
based (acl -> parameters)
on (prep -> based)
research (pobj -> on)
, (punct -> research)
consultation (conj -> research)
, (punct -> consultation)
and (cc -> consultation)
negotiation (conj -> consultation)
; (punct -> Develop)
analysing (advcl -> Develop)
available (amod -> information)
information (dobj -> analysing)
; (punct -> analysing)
making (conj -> analysing)
income (nmod -> estimates)
and (cc -> income)
expenditure (conj -> income)
estimates (dobj -> making)
; (punct -> analysing)
and (cc -> analysing)
allocating (conj -> analysing)
financial (amod -> resources)
resources (dobj -> allocating)
in (prep -> allocating)
alignment (pobj -> in)
with (prep -> allocating)
strategic (amod -> goals)
goals (pobj -> with)
and (cc -> goals)
objectives (conj -> goals)
. (punct -> Develop)

----------

Sentence: Monitor financial performance and adjust budget as needed during implementation in order to ensure goals are met.
Monitor (ROOT -> Monitor)
financial (amod -> performance)
performance (dobj -> Monitor)
and (cc -> Monitor)
adjust (conj -> Monitor)
budget (dobj -> adjust)
as (mark -> needed)
needed (advcl -> adjust)
during (prep -> needed)
implementation (pobj -> during)
in (prep -> adjust)
order (pobj -> in)
to (aux -> ensure)
ensure (acl -> order)
goals (nsubjpass -> met)
are (auxpass -> met)
met (ccomp -> ensure)
. (punct -> Monitor)

----------

Sentence: Put organisational processes or policy changes into effect, implementing improvements or changes that meet the needs of the organisation, its employees, or the individuals or communities it will affect.
Put (ROOT -> Put)
organisational (amod -> processes)
processes (dobj -> Put)
or (cc -> processes)
policy (compound -> changes)
changes (conj -> processes)
into (prep -> Put)
effect (pobj -> into)
, (punct -> Put)
implementing (advcl -> Put)
improvements (dobj -> implementing)
or (cc -> improvements)
changes (conj -> improvements)
that (nsubj -> meet)
meet (relcl -> improvements)
the (det -> needs)
needs (dobj -> meet)
of (prep -> needs)
the (det -> organisation)
organisation (pobj -> of)
, (punct -> implementing)
its (poss -> employees)
employees (dobj -> implementing)
, (punct -> employees)
or (cc -> employees)
the (det -> individuals)
individuals (conj -> employees)
or (cc -> individuals)
communities (conj -> individuals)
it (nsubj -> affect)
will (aux -> affect)
affect (relcl -> employees)
. (punct -> Put)

----------

Sentence: Ensure that stakeholders are informed, engaged, and prepared to adapt to new procedures or expectations.
Ensure (ROOT -> Ensure)
that (mark -> informed)
stakeholders (nsubjpass -> informed)
are (auxpass -> informed)
informed (ccomp -> Ensure)
, (punct -> informed)
engaged (conj -> informed)
, (punct -> informed)
and (cc -> informed)
prepared (conj -> Ensure)
to (aux -> adapt)
adapt (xcomp -> prepared)
to (prep -> adapt)
new (amod -> procedures)
procedures (pobj -> to)
or (cc -> procedures)
expectations (conj -> procedures)
. (punct -> Ensure)

----------

Sentence: Monitor the impact of changes and address any issues or concerns that arise during the transition process.
Monitor (ROOT -> Monitor)
the (det -> impact)
impact (dobj -> Monitor)
of (prep -> impact)
changes (pobj -> of)
and (cc -> Monitor)
address (conj -> Monitor)
any (det -> issues)
issues (dobj -> address)
or (cc -> issues)
concerns (conj -> issues)
that (nsubj -> arise)
arise (relcl -> concerns)
during (prep -> arise)
the (det -> process)
transition (compound -> process)
process (pobj -> during)
. (punct -> Monitor)

----------

Sentence: Review and maintain operational records, for example staff, inventory, customer, operation, production, performance, financial, technical, or maintenance data.
Review (ROOT -> Review)
and (cc -> Review)
maintain (conj -> Review)
operational (amod -> records)
records (dobj -> maintain)
, (punct -> maintain)
for (prep -> maintain)
example (compound -> staff)
staff (pobj -> for)
, (punct -> staff)
inventory (conj -> staff)
, (punct -> inventory)
customer (conj -> inventory)
, (punct -> customer)
operation (conj -> customer)
, (punct -> operation)
production (conj -> operation)
, (punct -> production)
performance (conj -> production)
, (punct -> performance)
financial (amod -> data)
, (punct -> financial)
technical (conj -> financial)
, (punct -> technical)
or (cc -> technical)
maintenance (conj -> technical)
data (conj -> performance)
. (punct -> Review)

----------

Sentence: Ensure that information is correct, up to date, meets reporting and record keeping requirements, and that new information is recorded and processed accordingly.
Ensure (ROOT -> Ensure)
that (det -> information)
information (nsubj -> is)
is (ccomp -> Ensure)
correct (acomp -> is)
, (punct -> is)
up (prep -> is)
to (prep -> up)
date (pobj -> to)
, (punct -> Ensure)
meets (conj -> Ensure)
reporting (dobj -> meets)
and (cc -> reporting)
record (compound -> keeping)
keeping (compound -> requirements)
requirements (conj -> reporting)
, (punct -> meets)
and (cc -> meets)
that (mark -> recorded)
new (amod -> information)
information (nsubjpass -> recorded)
is (auxpass -> recorded)
recorded (conj -> meets)
and (cc -> recorded)
processed (conj -> recorded)
accordingly (advmod -> processed)
. (punct -> Ensure)

----------

Sentence: This may also include ensuring that records are stored or destroyed appropriately according to information security or other privacy requirements.
This (nsubj -> include)
may (aux -> include)
also (advmod -> include)
include (ROOT -> include)
ensuring (xcomp -> include)
that (mark -> stored)
records (nsubjpass -> stored)
are (auxpass -> stored)
stored (ccomp -> ensuring)
or (cc -> stored)
destroyed (conj -> stored)
appropriately (advmod -> destroyed)
according (prep -> destroyed)
to (prep -> according)
information (compound -> security)
security (pobj -> to)
or (cc -> security)
other (amod -> requirements)
privacy (compound -> requirements)
requirements (conj -> security)
. (punct -> include)

----------

Sentence: Plan, organise and oversee the delivery of health care to patients and clients.
Plan (ROOT -> Plan)
, (punct -> Plan)
organise (conj -> Plan)
and (cc -> organise)
oversee (conj -> organise)
the (det -> delivery)
delivery (dobj -> oversee)
of (prep -> delivery)
health (compound -> care)
care (pobj -> of)
to (prep -> delivery)
patients (pobj -> to)
and (cc -> patients)
clients (conj -> patients)
. (punct -> Plan)

----------

Sentence: This may include providing specialist or technical knowledge and guidance to ensure care activities are undertaken correctly, effectively, and in accordance with relevant standards, regulations, and legislation.
This (nsubj -> include)
may (aux -> include)
include (ROOT -> include)
providing (xcomp -> include)
specialist (dobj -> providing)
or (cc -> specialist)
technical (amod -> knowledge)
knowledge (conj -> specialist)
and (cc -> knowledge)
guidance (conj -> knowledge)
to (aux -> ensure)
ensure (advcl -> providing)
care (compound -> activities)
activities (nsubjpass -> undertaken)
are (auxpass -> undertaken)
undertaken (ccomp -> ensure)
correctly (advmod -> undertaken)
, (punct -> undertaken)
effectively (advmod -> undertaken)
, (punct -> undertaken)
and (cc -> include)
in (conj -> include)
accordance (pobj -> in)
with (prep -> accordance)
relevant (amod -> standards)
standards (pobj -> with)
, (punct -> standards)
regulations (conj -> standards)
, (punct -> regulations)
and (cc -> regulations)
legislation (conj -> regulations)
. (punct -> include)

----------

Sentence: It may also include undertaking general project management tasks to ensure goals, timelines and budgets are met - such as managing staff and resource allocation; providing supervision, guidance, and direction; and undertaking planning and reporting.
It (nsubj -> include)
may (aux -> include)
also (advmod -> include)
include (ROOT -> include)
undertaking (xcomp -> include)
general (amod -> tasks)
project (compound -> management)
management (compound -> tasks)
tasks (dobj -> undertaking)
to (aux -> ensure)
ensure (advcl -> undertaking)
goals (nsubjpass -> met)
, (punct -> goals)
timelines (conj -> goals)
and (cc -> timelines)
budgets (conj -> timelines)
are (auxpass -> met)
met (ccomp -> ensure)
- (punct -> met)
such (amod -> as)
as (prep -> met)
managing (pcomp -> as)
staff (nmod -> allocation)
and (cc -> staff)
resource (conj -> staff)
allocation (dobj -> managing)
; (punct -> undertaking)
providing (conj -> undertaking)
supervision (dobj -> providing)
, (punct -> supervision)
guidance (conj -> supervision)
, (punct -> guidance)
and (cc -> guidance)
direction (conj -> guidance)
; (punct -> providing)
and (cc -> providing)
undertaking (conj -> providing)
planning (dobj -> undertaking)
and (cc -> planning)
reporting (conj -> planning)
. (punct -> include)

----------

Sentence: Coordinate with external stakeholders (such as suppliers, clients, community leaders or subject matter experts) in order to organise and manage operational activities and ensure that projects, programs or initiatives are executed efficiently, effectively and respectfully.
Coordinate (ROOT -> Coordinate)
with (prep -> Coordinate)
external (amod -> stakeholders)
stakeholders (pobj -> with)
( (punct -> stakeholders)
such (amod -> as)
as (prep -> stakeholders)
suppliers (pobj -> as)
, (punct -> suppliers)
clients (conj -> suppliers)
, (punct -> clients)
community (compound -> leaders)
leaders (conj -> clients)
or (cc -> leaders)
subject (amod -> experts)
matter (compound -> experts)
experts (conj -> leaders)
) (punct -> Coordinate)
in (prep -> Coordinate)
order (pobj -> in)
to (aux -> organise)
organise (acl -> order)
and (cc -> organise)
manage (conj -> organise)
operational (amod -> activities)
activities (dobj -> manage)
and (cc -> manage)
ensure (conj -> manage)
that (mark -> executed)
projects (nsubjpass -> executed)
, (punct -> projects)
programs (conj -> projects)
or (cc -> programs)
initiatives (conj -> programs)
are (auxpass -> executed)
executed (ccomp -> ensure)
efficiently (advmod -> executed)
, (punct -> executed)
effectively (advmod -> executed)
and (cc -> effectively)
respectfully (conj -> effectively)
. (punct -> Coordinate)

----------

Sentence: This may involve coordinating schedules, budgets, and resources, maintaining active listening and open lines of communication, addressing issues or concerns, and adhering to regulations, best practices, licensing requirements or organisational policies and procedures.
This (nsubj -> involve)
may (aux -> involve)
involve (ROOT -> involve)
coordinating (xcomp -> involve)
schedules (dobj -> coordinating)
, (punct -> schedules)
budgets (conj -> schedules)
, (punct -> budgets)
and (cc -> budgets)
resources (conj -> budgets)
, (punct -> coordinating)
maintaining (xcomp -> involve)
active (amod -> listening)
listening (amod -> lines)
and (cc -> listening)
open (conj -> listening)
lines (dobj -> maintaining)
of (prep -> lines)
communication (pobj -> of)
, (punct -> lines)
addressing (advcl -> maintaining)
issues (dobj -> addressing)
or (cc -> issues)
concerns (conj -> issues)
, (punct -> addressing)
and (cc -> addressing)
adhering (conj -> addressing)
to (prep -> adhering)
regulations (pobj -> to)
, (punct -> maintaining)
best (amod -> practices)
practices (conj -> maintaining)
, (punct -> practices)
licensing (compound -> requirements)
requirements (conj -> practices)
or (cc -> requirements)
organisational (amod -> policies)
policies (conj -> requirements)
and (cc -> policies)
procedures (conj -> policies)
. (punct -> involve)

----------

import spacy
from spacy import displacy

# Load the spaCy English language model
nlp = spacy.load("en_core_web_sm")

# Define the batch size and the total number of records to process
batch_size = 100
total_records = 500  # process only the first 5000 records

# Function to process text in batches and generate dependency trees
def process_text_in_batches(data, batch_size):
    for start_idx in range(0, total_records, batch_size):
        end_idx = start_idx + batch_size
        # Ensure not to exceed the total number of records
        if end_idx > total_records:
            end_idx = total_records
        batch = data[start_idx:end_idx]

        # Process each document in the batch
        for doc in nlp.pipe(batch, disable=["ner", "lemmatizer"]):  # Disable unnecessary pipeline components
            for sent in doc.sents:
                # Display the dependency tree using displacy
                svg = displacy.render(sent, style='dep', jupyter=True)
                print(svg)  # This will render the SVG in the notebook

# Slice the DataFrame to get only the required column and rows
data_slice = df['Skills Statement'].iloc[:total_records]

# Call the function with the sliced data
process_text_in_batches(data_slice, batch_size)

None

None

None

None

None

None

None

None

None

None

# Analyzing text descriptions to infer AI impact, assuming descriptions mention automation or AI
df['AI_Impact'] = df['Skills Statement'].apply(lambda x: 'high' if 'AI' in x.lower() or 'automation' in x.lower() else 'low')

# Visualize the distribution of AI impact on skills
ai_impact_counts = df['AI_Impact'].value_counts()
plt.figure(figsize=(8, 4))
ai_impact_counts.plot(kind='bar', color='orange')
plt.title('AI Impact on Skills')
plt.xlabel('Impact Level')
plt.ylabel('Number of Skills')
plt.xticks(rotation=0)
plt.show()

import spacy
nlp = spacy.load("en_core_web_sm")

def process_text(text):
    doc = nlp(text)
    lemmatized = " ".join([token.lemma_ for token in doc if not token.is_stop])
    pos_tags = " ".join([token.pos_ for token in doc])
    return lemmatized, pos_tags

# Apply text processing to extract lemmatized text and POS tags
df['lemmatized'], df['pos_tags'] = zip(*df['Skills Statement'].apply(process_text))

from sklearn.feature_extraction.text import CountVectorizer
import pandas as pd

def create_cooccurrence_matrix(text, vocab=None):
    count_model = CountVectorizer(ngram_range=(1,1), vocabulary=vocab)  # Default unigram model
    X = count_model.fit_transform(text)
    Xc = (X.T * X)  # This is the co-occurrence matrix in sparse csr format
    Xc.setdiag(0)  # Set the diagonals to be zeroes as we don't want to count self co-occurrences
    coocc_arr = Xc.toarray()
    vocab = count_model.get_feature_names_out()
    return pd.DataFrame(coocc_arr, index=vocab, columns=vocab)

# Create a co-occurrence matrix for the lemmatized text
coocc_matrix = create_cooccurrence_matrix(df['lemmatized'])

!pip install textblob

Requirement already satisfied: textblob in /usr/local/lib/python3.11/dist-packages (0.19.0)
Requirement already satisfied: nltk>=3.9 in /usr/local/lib/python3.11/dist-packages (from textblob) (3.9.1)
Requirement already satisfied: click in /usr/local/lib/python3.11/dist-packages (from nltk>=3.9->textblob) (8.1.8)
Requirement already satisfied: joblib in /usr/local/lib/python3.11/dist-packages (from nltk>=3.9->textblob) (1.4.2)
Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.11/dist-packages (from nltk>=3.9->textblob) (2024.11.6)
Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from nltk>=3.9->textblob) (4.67.1)

print(df[['ANZSCO Description', 'sentiment_polarity']])

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-136-55d418bea75c> in <cell line: 0>()
----> 1 print(df[['ANZSCO Description', 'sentiment_polarity']])

/usr/local/lib/python3.11/dist-packages/pandas/core/frame.py in __getitem__(self, key)
   4106             if is_iterator(key):
   4107                 key = list(key)
-> 4108             indexer = self.columns._get_indexer_strict(key, "columns")[1]
   4109 
   4110         # take() does not accept boolean indexers

/usr/local/lib/python3.11/dist-packages/pandas/core/indexes/base.py in _get_indexer_strict(self, key, axis_name)
   6198             keyarr, indexer, new_indexer = self._reindex_non_unique(keyarr)
   6199 
-> 6200         self._raise_if_missing(keyarr, indexer, axis_name)
   6201 
   6202         keyarr = self.take(indexer)

/usr/local/lib/python3.11/dist-packages/pandas/core/indexes/base.py in _raise_if_missing(self, key, indexer, axis_name)
   6250 
   6251             not_found = list(ensure_index(key)[missing_mask.nonzero()[0]].unique())
-> 6252             raise KeyError(f"{not_found} not in index")
   6253 
   6254     @overload

KeyError: "['sentiment_polarity'] not in index"

from textblob import TextBlob

# Function to calculate sentiment polarity
def sentiment_analysis(text):
    return TextBlob(text).sentiment.polarity

df['sentiment'] = df['lemmatized'].apply(sentiment_analysis)

import pandas as pd
from textblob import TextBlob

# # Function to calculate sentiment polarity
# def calculate_sentiment(text):
#     return TextBlob(text).sentiment.polarity

# Apply sentiment analysis on the 'ANZSCO Description' column
df['sentiment_polarity'] = df['ANZSCO Description'].apply(calculate_sentiment)

import matplotlib.pyplot as plt

# Plotting the sentiment distribution
plt.figure(figsize=(10, 6))
plt.hist(df['sentiment_polarity'], bins=30, color='blue', edgecolor='black')
plt.title('Sentiment Distribution in ANZSCO Descriptions')
plt.xlabel('Sentiment Polarity')
plt.ylabel('Frequency')
plt.show()

import matplotlib.pyplot as plt
import networkx as nx
import numpy as np
from nltk import bigrams
from collections import Counter
import spacy

# Load and prepare your data
nlp = spacy.load('en_core_web_sm')
df['tokenized'] = df['ANZSCO Description'].apply(lambda x: [token.text.lower() for token in nlp(x) if not token.is_stop and not token.is_punct])

def plot_bigram_network(tokens, n=50):
    # Create bigrams and count their frequencies
    bi_grams = list(bigrams(tokens))
    bigram_freq = Counter(bi_grams)

    # Create a graph
    G = nx.Graph()
    for bigram, count in bigram_freq.most_common(n):
        G.add_edge(bigram[0], bigram[1], weight=count)

    # Define node positions using the Kamada-Kawai layout algorithm for better visualization
    pos = nx.kamada_kawai_layout(G, weight=None)  # `weight=None` ignores the weights for layout calculation

    # Draw the graph
    plt.figure(figsize=(16, 12))
    nx.draw_networkx_nodes(G, pos, node_size=100, node_color='skyblue', alpha=0.7)
    edge_widths = [d['weight'] for (u, v, d) in G.edges(data=True)]
    nx.draw_networkx_edges(G, pos, width=4*np.array(edge_widths)/max(edge_widths), alpha=0.5, edge_color='gray')
    nx.draw_networkx_labels(G, pos, font_size=8, font_family='sans-serif')
    plt.title('Bigram Network Graph')
    plt.axis('off')
    plt.show()

# Concatenate tokens from all descriptions into a single list
all_tokens = [token for sublist in df['tokenized'] for token in sublist]
plot_bigram_network(all_tokens)

from nltk import trigrams

def plot_trigram_network(tokens, n=50):
    # Create trigrams and count their frequencies
    tri_grams = list(trigrams(tokens))
    trigram_freq = Counter(tri_grams)

    # Create a graph
    G = nx.Graph()
    for trigram, count in trigram_freq.most_common(n):
        # Add edges between each pair of words in the trigram
        G.add_edge(trigram[0], trigram[1], weight=count)
        G.add_edge(trigram[1], trigram[2], weight=count)
        # Optionally add a hyperedge-like component if you want to visualize all three connections together
        G.add_edge(trigram[0], trigram[2], weight=count)

    # Define node positions using the Kamada-Kawai layout algorithm for better visualization
    pos = nx.kamada_kawai_layout(G, weight=None)  # `weight=None` ignores the weights for layout calculation

    # Draw the graph
    plt.figure(figsize=(16, 12))
    nx.draw_networkx_nodes(G, pos, node_size=100, node_color='lightgreen', alpha=0.7)
    edge_widths = [d['weight'] for (u, v, d) in G.edges(data=True)]
    nx.draw_networkx_edges(G, pos, width=4*np.array(edge_widths)/max(edge_widths), alpha=0.5, edge_color='darkgreen')
    nx.draw_networkx_labels(G, pos, font_size=8, font_family='sans-serif')
    plt.title('Trigram Network Graph')
    plt.axis('off')
    plt.show()

# Concatenate tokens from all descriptions into a single list
plot_trigram_network(all_tokens)

import pandas as pd
import spacy
from spacy import displacy # Corrected import to 'displacy'
# Select the first 1000 rows
df_subset = df.iloc[:1000]
nlp = spacy.load('en_core_web_sm')
# Processing the first description for dependency parsing
doc = nlp(df_subset['ANZSCO Description'].iloc[0])

# Visualize the dependency tree
displacy.render(doc, style='dep', jupyter=True, options={'distance': 100}) # Using 'displacy' with lowercase 'c'

# Define a function to visualize dependency trees for multiple descriptions
def visualize_dependency_trees(df, column_name, num_trees=5):
    for text in df[column_name].head(num_trees):
        doc = nlp(text)
        displacy.render(doc, style='dep', options={'distance': 100}, jupyter=True) # Using 'displacy' with lowercase 'c'

# Apply the function to visualize the first 5 descriptions' dependency trees
visualize_dependency_trees(df_subset, 'ANZSCO Description')

import pandas as pd
import spacy

# Load spaCy model
nlp = spacy.load('en_core_web_sm')

# Define a function to process a chunk
def process_chunk(chunk):
    # Apply the NLP pipeline to each text entry
    chunk['processed'] = chunk['ANZSCO Description'].apply(lambda x: [(ent.text, ent.label_) for ent in nlp(x).ents])
    return chunk

# Initialize an empty DataFrame to store results
processed_data = pd.DataFrame()

# Read the dataset in chunks
chunk_size = 1000  # Define your chunk size based on your memory capacity
for chunk in pd.read_csv(url, chunksize=chunk_size):
    processed_chunk = process_chunk(chunk)
    processed_data = pd.concat([processed_data, processed_chunk])

import plotly.graph_objects as go
import networkx as nx
from nltk import bigrams
from collections import Counter
import spacy
import pandas as pd

# Load your data and process it
nlp = spacy.load('en_core_web_sm')
df['tokenized'] = df['ANZSCO Description'].apply(lambda x: [token.text.lower() for token in nlp(x) if not token.is_stop and not token.is_punct])

def plotly_interactive_bigram_network(tokens, n=50):
    bi_grams = list(bigrams(tokens))
    bigram_freq = Counter(bi_grams)

    # Create network graph
    G = nx.Graph()
    for bigram, count in bigram_freq.most_common(n):
        G.add_edge(bigram[0], bigram[1], weight=count)

    # Position nodes using the Fruchterman-Reingold force-directed algorithm
    pos = nx.spring_layout(G, k=0.5, iterations=100)  # You can adjust k for more space

    edge_x = []
    edge_y = []
    for edge in G.edges():
        x0, y0 = pos[edge[0]]
        x1, y1 = pos[edge[1]]
        edge_x.extend([x0, x1, None])
        edge_y.extend([y0, y1, None])

    edge_trace = go.Scatter(
        x=edge_x, y=edge_y,
        line=dict(width=0.5, color='blue'),
        hoverinfo='none',
        mode='lines')

    node_x = [pos[node][0] for node in G.nodes()]
    node_y = [pos[node][1] for node in G.nodes()]

    node_trace = go.Scatter(
        x=node_x, y=node_y,
        mode='markers+text',
        hoverinfo='text',
        marker=dict(showscale=True,
                    colorscale='Viridis',
                    size=10,
                    color=list(dict(G.degree()).values()),
                    colorbar=dict(thickness=15, title='Node Connections', xanchor='left', titleside='right'),
                    line_width=2))

    node_text = [f'{node} ({G.degree(node)})' for node in G.nodes()]
    node_trace.text = node_text
    node_trace.marker.color = [len(G.edges(node)) for node in G.nodes()]

    fig = go.Figure(data=[edge_trace, node_trace],
                    layout=go.Layout(
                        showlegend=False,
                        hovermode='closest',
                        margin=dict(b=0,l=0,r=0,t=0),
                        xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
                        yaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
                        title_text="Interactive Bigram Network Graph",
                        title_font_size=16))

    fig.update_layout(template="plotly_dark")
    fig.show()

# Concatenate tokens from all descriptions into a single list
all_tokens = [token for sublist in df['tokenized'] for token in sublist]
plotly_interactive_bigram_network(all_tokens)

from sklearn.metrics import silhouette_samples, silhouette_score
import matplotlib.cm as cm
from sklearn.cluster import KMeans

def silhouette_plot(X, range_n_clusters=[2, 3, 4, 5]):
    for n_clusters in range_n_clusters:
        fig, ax1 = plt.subplots(1, 1)
        fig.set_size_inches(18, 7)

        kmeans = KMeans(n_clusters=n_clusters, random_state=10)
        cluster_labels = kmeans.fit_predict(X)

        silhouette_avg = silhouette_score(X, cluster_labels)
        print(f"For n_clusters = {n_clusters}, the average silhouette_score is : {silhouette_avg}")

        sample_silhouette_values = silhouette_samples(X, cluster_labels)
        y_lower = 10
        for i in range(n_clusters):
            ith_cluster_silhouette_values = sample_silhouette_values[cluster_labels == i]
            ith_cluster_silhouette_values.sort()
            size_cluster_i = ith_cluster_silhouette_values.shape[0]
            y_upper = y_lower + size_cluster_i
            color = cm.nipy_spectral(float(i) / n_clusters)
            ax1.fill_betweenx(np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values, facecolor=color, edgecolor=color, alpha=0.7)
            y_lower = y_upper + 10

        ax1.set_title("The silhouette plot for the various clusters.")
        ax1.set_xlabel("The silhouette coefficient values")
        ax1.set_ylabel("Cluster label")
        ax1.axvline(x=silhouette_avg, color="red", linestyle="--")
        ax1.set_yticks([])
        ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])

        plt.suptitle(f"Silhouette analysis for KMeans clustering on sample data with n_clusters = {n_clusters}", fontsize=14, fontweight='bold')

silhouette_plot(tfidf_matrix.toarray())

For n_clusters = 2, the average silhouette_score is : 0.016907956451177597
For n_clusters = 3, the average silhouette_score is : 0.01951168105006218
For n_clusters = 4, the average silhouette_score is : 0.02120300754904747
For n_clusters = 5, the average silhouette_score is : 0.021110709756612778

# Perform K-means clustering on the TF-IDF matrix
def perform_kmeans(X, n_clusters=3):
    kmeans = KMeans(n_clusters=n_clusters, random_state=42)
    kmeans.fit(X)
    labels = kmeans.labels_

    # Plotting the results
    plt.figure(figsize=(8, 6))
    plt.hist(labels, bins=range(n_clusters + 1), align='left', color='orange', rwidth=0.8)
    plt.title('Distribution of Clusters')
    plt.xlabel('Cluster')
    plt.ylabel('Number of Descriptions')
    plt.xticks(range(n_clusters))
    plt.show()

    return labels

kmeans_labels = perform_kmeans(tfidf_matrix.toarray(), n_clusters=3)

# Assuming clustering labels are from a previous model run (e.g., K-means)
from sklearn.metrics import silhouette_score

def evaluate_clustering(X, labels):
    silhouette_avg = silhouette_score(X, labels)
    print("Silhouette Score: {:.2f}".format(silhouette_avg))

evaluate_clustering(tfidf_matrix.toarray(), kmeans_labels)

Silhouette Score: 0.02

# Enhanced Visualization of N-grams and Clustering Results
import seaborn as sns
from nltk import bigrams # Import bigrams
from collections import Counter # Import Counter

def visualize_ngrams(ngrams):
    ngram_df = pd.DataFrame(ngrams.most_common(20), columns=['bigram', 'count'])
    # Convert the 'bigram' column to strings for plotting
    ngram_df['bigram'] = ngram_df['bigram'].astype(str) # This line fixes the error
    plt.figure(figsize=(12, 8))
    sns.barplot(x='count', y='bigram', data=ngram_df, palette='viridis')
    plt.title('Top 20 Bigrams')
    plt.xlabel('Frequency')
    plt.ylabel('Bigrams')
    plt.show()

# Assuming 'df' is your DataFrame and 'ANZSCO Description' is the column with text
df['tokenized'] = df['ANZSCO Description'].apply(lambda x: [token.text.lower() for token in nlp(x) if not token.is_stop and not token.is_punct])
all_tokens = [token for sublist in df['tokenized'] for token in sublist] # Re-create all_tokens here
bi_grams = list(bigrams(all_tokens)) # Re-create bi_grams here using all_tokens
bigram_freq = Counter(bi_grams)  # Now bi_grams is defined and can be used
visualize_ngrams(bigram_freq)

<ipython-input-149-fbf8cdc05173>:11: FutureWarning:


Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.

import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
from textblob import TextBlob

# Function to calculate sentiment polarity (if not already defined)
def calculate_sentiment(text):
    return TextBlob(text).sentiment.polarity

# Apply sentiment analysis if 'sentiment_polarity' column doesn't exist
if 'sentiment_polarity' not in df.columns:
    df['sentiment_polarity'] = df['ANZSCO Description'].apply(calculate_sentiment)

# Plotting the sentiment distribution and getting histogram data
counts, bin_edges = np.histogram(df['sentiment_polarity'], bins=30)  # Get histogram data

plt.figure(figsize=(10, 6))
plt.hist(df['sentiment_polarity'], bins=30, color='blue', edgecolor='black')
plt.title('Sentiment Distribution in ANZSCO Descriptions')
plt.xlabel('Sentiment Polarity')
plt.ylabel('Frequency')
plt.show()

# Create a DataFrame for the histogram data
hist_data = pd.DataFrame({
    'Sentiment Polarity Range': pd.Series(bin_edges[:-1]).apply(lambda x: f"{x:.2f}") + " to " + pd.Series(bin_edges[1:]).apply(lambda x: f"{x:.2f}"),
    'Frequency': counts
})

# Display the table
display(hist_data)

# Load the spaCy medium-sized model for better word embeddings
import spacy
import numpy as np  # Import spaCy

from sklearn.decomposition import PCA # Import PCA
from sklearn.cluster import KMeans # Import KMeans
import matplotlib.pyplot as plt # Import matplotlib.pyplot
import seaborn as sns # Import seaborn and alias it as sns

try:
    nlp = spacy.load("en_core_web_md")
except OSError:
    print("spaCy medium model not found. Installing now...")
    !python -m spacy download en_core_web_md
    nlp = spacy.load("en_core_web_md")


# Selecting the relevant columns
new_df = df[['ANZSCO Title', 'Specialist Task', 'Cluster Family', 'Core Competency']].dropna()

# Sample a subset of data for performance optimization
new_df_sample = new_df.sample(frac=0.05, random_state=42)

# Combine all text from the selected columns into a single string
text_data = " ".join(new_df_sample.astype(str).apply(lambda x: ' '.join(x), axis=1))

# Process text with spaCy NLP pipeline
nlp = spacy.load("en_core_web_md")  # Load model
doc = nlp(text_data)

# Extract named entities ensuring they have vector representations
entities = [(ent.text, ent.label_) for ent in doc.ents if ent.has_vector]

# Convert entity text into vectors using spaCy's word embeddings
entity_texts = [ent[0] for ent in entities]
entity_vectors = np.array([nlp(ent[0]).vector for ent in entities if nlp(ent[0]).has_vector])

# Reduce dimensions using PCA for better visualization
pca = PCA(n_components=2)
entity_vectors_pca = pca.fit_transform(entity_vectors)

# Apply K-Means clustering
num_clusters = 10  # Set number of clusters
kmeans = KMeans(n_clusters=num_clusters, random_state=42, n_init=10) # KMeans is now imported
clusters = kmeans.fit_predict(entity_vectors_pca)

# Create DataFrame for visualization
cluster_df = pd.DataFrame({
    "Entity": entity_texts[:len(entity_vectors_pca)],
    "X": entity_vectors_pca[:, 0],
    "Y": entity_vectors_pca[:, 1],
    "Cluster": clusters
})

# Plot Clustering Results
plt.figure(figsize=(12, 6))
sns.scatterplot(data=cluster_df, x="X", y="Y", hue="Cluster", palette="Set2", s=100, alpha=0.8)
plt.xlabel("PCA Component 1")
plt.ylabel("PCA Component 2")
plt.title("Named Entity Clustering using K-Means")
plt.legend(title="Cluster")
plt.grid(True)
plt.show()

# Display top entities in each cluster
for cluster in range(num_clusters):
    cluster_entities = cluster_df[cluster_df["Cluster"] == cluster]["Entity"].unique()[:10]  # Show top 10 per cluster
    print(f"\nCluster {cluster}:")
    print(", ".join(cluster_entities))

spaCy medium model not found. Installing now...
Collecting en-core-web-md==3.7.1
  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 42.8/42.8 MB 30.4 MB/s eta 0:00:00
Requirement already satisfied: spacy<3.8.0,>=3.7.2 in /usr/local/lib/python3.11/dist-packages (from en-core-web-md==3.7.1) (3.7.5)
Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.0.12)
Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.0.5)
Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.0.12)
Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.0.11)
Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.0.9)
Requirement already satisfied: thinc<8.3.0,>=8.2.2 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (8.2.5)
Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.1.3)
Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.5.1)
Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.0.10)
Requirement already satisfied: weasel<0.5.0,>=0.1.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.4.1)
Requirement already satisfied: typer<1.0.0,>=0.3.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.15.2)
Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (4.67.1)
Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.32.3)
Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.10.6)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.1.6)
Requirement already satisfied: setuptools in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (75.1.0)
Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (24.2)
Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.5.0)
Requirement already satisfied: numpy>=1.19.0 in /usr/local/lib/python3.11/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.26.4)
Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.11/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.3.0)
Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.11/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.7.0)
Requirement already satisfied: pydantic-core==2.27.2 in /usr/local/lib/python3.11/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.27.2)
Requirement already satisfied: typing-extensions>=4.12.2 in /usr/local/lib/python3.11/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (4.12.2)
Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.4.1)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.3.0)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2025.1.31)
Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.11/dist-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.7.11)
Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.11/dist-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.1.5)
Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.11/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (8.1.8)
Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.11/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.5.4)
Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.11/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (13.9.4)
Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.21.0)
Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in /usr/local/lib/python3.11/dist-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (7.1.0)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.0.2)
Requirement already satisfied: marisa-trie>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.2.1)
Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.11/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (3.0.0)
Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.11/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.19.1)
Requirement already satisfied: wrapt in /usr/local/lib/python3.11/dist-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.17.2)
Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.11/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.1.2)
Installing collected packages: en-core-web-md
Successfully installed en-core-web-md-3.7.1
✔ Download and installation successful
You can now load the package via spacy.load('en_core_web_md')
⚠ Restart to reload dependencies
If you are in a Jupyter or Colab notebook, you may need to restart Python in
order to load all the package's dependencies. You can do this by selecting the
'Restart kernel' or 'Restart runtime' option.

Cluster 0:
Digital

Cluster 1:
Quality, Recruit, Communication, Communicate, Advise, Program, Control

Cluster 2:
Health

Cluster 3:
Calculate, Record, Signal, Harvest, Drive, File, Fabricate, Follow, Track, Configure

Cluster 4:
Data, Science and Mathematics Digital, Direct, Art, Document ICT, Construction Digital, Develop ICT, Design

Cluster 5:
Administer non-intravenous, Administer, Evaluate, Detain, Construct, Coordinate, Operate, Vehicle, Weigh, Calibrate

Cluster 6:
Safety, Assess, Act, Recreation, Agriculture, Enforce, Plan, Care for animals Agriculture

Cluster 7:
Records

Cluster 8:
Review, Mark, Analyse, Customer, Distribute, Fashion, Material, Package, Connect, Collect

Cluster 9:
Science, Research, Develop, Security, Food, Environmental

!pip install gensim

Collecting gensim
  Downloading gensim-4.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (8.1 kB)
Requirement already satisfied: numpy<2.0,>=1.18.5 in /usr/local/lib/python3.11/dist-packages (from gensim) (1.26.4)
Collecting scipy<1.14.0,>=1.7.0 (from gensim)
  Downloading scipy-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 60.6/60.6 kB 2.2 MB/s eta 0:00:00
Requirement already satisfied: smart-open>=1.8.1 in /usr/local/lib/python3.11/dist-packages (from gensim) (7.1.0)
Requirement already satisfied: wrapt in /usr/local/lib/python3.11/dist-packages (from smart-open>=1.8.1->gensim) (1.17.2)
Downloading gensim-4.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.7 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 26.7/26.7 MB 26.6 MB/s eta 0:00:00
Downloading scipy-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (38.6 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 38.6/38.6 MB 36.3 MB/s eta 0:00:00
Installing collected packages: scipy, gensim
  Attempting uninstall: scipy
    Found existing installation: scipy 1.14.1
    Uninstalling scipy-1.14.1:
      Successfully uninstalled scipy-1.14.1
Successfully installed gensim-4.3.3 scipy-1.13.1

import pandas as pd
import nltk
from nltk.corpus import stopwords
from nltk.tokenize import RegexpTokenizer
from gensim.corpora import Dictionary
from gensim.models.ldamodel import LdaModel
from gensim.models.coherencemodel import CoherenceModel

# Load data
# Assuming the data is in a CSV file and loaded into DataFrame `df`
# df = pd.read_csv('your_data.csv')

# Download NLTK resources
nltk.download('stopwords')

# Tokenization and removing punctuation
tokenizer = RegexpTokenizer(r'\w+')

# Stop words
stop_words = set(stopwords.words('english'))

# Function to preprocess text
def preprocess(text):
    tokens = tokenizer.tokenize(text.lower())
    filtered_tokens = [w for w in tokens if not w in stop_words]
    return filtered_tokens

# Apply preprocessing to the 'Skills Statement' column
df['processed'] = df['Skills Statement'].map(preprocess)

[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!

# Create a dictionary representation of the documents
dictionary = Dictionary(df['processed'])

# Filter out extremes to remove noise and words that are too frequent
dictionary.filter_extremes(no_below=20, no_above=0.5)

# Create a corpus
corpus = [dictionary.doc2bow(text) for text in df['processed']]

# Train LDA model
lda_model = LdaModel(corpus=corpus,
                     id2word=dictionary,
                     num_topics=10,
                     random_state=100,
                     update_every=1,
                     chunksize=100,
                     passes=10,
                     alpha='auto',
                     per_word_topics=True)

top_words_per_topic = []
for topic_idx, topic in enumerate(lda_model.get_topics()):
    top_features_ind = topic.argsort()[-10:][::-1]  # Change 10 to however many words you want
    top_features = [dictionary[id] for id in top_features_ind]
    weights = topic[top_features_ind]
    top_words_per_topic.append((topic_idx, list(zip(top_features, weights))))

# Print the top words along with their weights for each topic
for topic, words in top_words_per_topic:
    print(f"Topic {topic + 1}:")
    for word, weight in words:
        print(f"  {word} {weight:.4f}")
    print("\n")

Topic 1:
  information 0.0763
  relevant 0.0404
  records 0.0391
  according 0.0367
  ensuring 0.0270
  requirements 0.0229
  ensure 0.0218
  details 0.0206
  accurate 0.0204
  policies 0.0173


Topic 2:
  patient 0.0401
  relevant 0.0373
  issues 0.0305
  data 0.0284
  information 0.0254
  service 0.0173
  identify 0.0172
  order 0.0147
  involve 0.0139
  analysis 0.0136


Topic 3:
  example 0.0491
  environments 0.0363
  social 0.0301
  practices 0.0255
  action 0.0169
  wellbeing 0.0160
  principles 0.0141
  people 0.0137
  information 0.0129
  apply 0.0123


Topic 4:
  record 0.0468
  include 0.0363
  levels 0.0319
  stock 0.0233
  keeping 0.0228
  including 0.0205
  conducting 0.0199
  maintain 0.0184
  accordance 0.0182
  monitoring 0.0166


Topic 5:
  include 0.0358
  providing 0.0346
  technical 0.0328
  activities 0.0261
  required 0.0225
  information 0.0198
  project 0.0193
  processes 0.0188
  operational 0.0183
  specialist 0.0181


Topic 6:
  needs 0.0297
  learning 0.0286
  skills 0.0237
  students 0.0197
  increase 0.0196
  development 0.0196
  support 0.0181
  student 0.0169
  individuals 0.0163
  training 0.0162


Topic 7:
  provide 0.0273
  services 0.0245
  individuals 0.0236
  safely 0.0234
  customers 0.0186
  policies 0.0166
  organisational 0.0165
  resources 0.0156
  support 0.0152
  well 0.0147


Topic 8:
  activities 0.0523
  staff 0.0492
  area 0.0351
  research 0.0330
  conduct 0.0281
  knowledge 0.0281
  reviewing 0.0243
  review 0.0226
  provide 0.0200
  assist 0.0199


Topic 9:
  medical 0.0237
  care 0.0210
  design 0.0173
  plans 0.0161
  treatment 0.0150
  client 0.0146
  needs 0.0140
  involve 0.0136
  patients 0.0136
  relevant 0.0131


Topic 10:
  equipment 0.0332
  safety 0.0227
  work 0.0199
  ensure 0.0189
  materials 0.0169
  order 0.0155
  requirements 0.0146
  standards 0.0134
  procedures 0.0128
  tools 0.0123

# Assuming lda_model, corpus, dictionary, and processed text are already defined

# Compute Coherence Score using c_v method
coherence_model_lda = CoherenceModel(model=lda_model, texts=df['processed'], dictionary=dictionary, coherence='c_v')
coherence_lda = coherence_model_lda.get_coherence()
print('\nCoherence Score: ', coherence_lda)

Coherence Score:  0.43381428611824047

	Occupation Type	ANZSCO Code	ANZSCO Title	ANZSCO Description
0	ANZSCO 4	1111	Chief Executives and Managing Directors	Chief Executives and Managing Directors determ...
1	ANZSCO 4	1112	General Managers	General Managers plan, organise, direct, contr...
2	ANZSCO 4	1211	Aquaculture Farmers	Aquaculture Farmers plan, organise, control, c...
3	ANZSCO 4	1213	Livestock Farmers	Livestock Farmers plan, organise, control, coo...
4	ANZSCO 4	1215	Broadacre Crop Growers	Broadacre Crop Growers plan, organise, control...

	Technology Tool Category	Technology Tool Category Description	Technology Tool	Technology Tool Description	Technology Tool Extended Description
0	Broadcasting and audio-visual production techn...	Systems for audio, video, multimedia and news ...	Collaborative news production platforms	Software used to create and manage news conten...	Collaborative news production platforms encomp...
1	Broadcasting and audio-visual production techn...	Systems for audio, video, multimedia and news ...	Music or sound editing software	Software used to create, manipulate, and edit ...	Music and sound editing software incorporates ...
2	Broadcasting and audio-visual production techn...	Systems for audio, video, multimedia and news ...	Sound and audio hardware	Apparatus used to create, manipulate, mix and/...	Hardware and equipment used to generate electr...
3	Broadcasting and audio-visual production techn...	Systems for audio, video, multimedia and news ...	Video creation and editing software	Software used to create and edit digital video...	Video creation and editing software enables th...
4	Communication technologies	Data, voice and/or video communication platforms	Audio/video conferencing software	Software for collaboration using video or audi...	Audio/video conferencing software enables peop...

	Sentiment Polarity Range	Frequency
0	-0.50 to -0.46	14
1	-0.46 to -0.42	0
2	-0.42 to -0.38	23
3	-0.38 to -0.34	0
4	-0.34 to -0.30	0
5	-0.30 to -0.26	141
6	-0.26 to -0.22	173
7	-0.22 to -0.18	169
8	-0.18 to -0.14	60
9	-0.14 to -0.10	1761
10	-0.10 to -0.06	890
11	-0.06 to -0.02	671
12	-0.02 to 0.02	13976
13	0.02 to 0.06	1174
14	0.06 to 0.10	909
15	0.10 to 0.14	1098
16	0.14 to 0.18	424
17	0.18 to 0.22	550
18	0.22 to 0.26	443
19	0.26 to 0.30	166
20	0.30 to 0.34	112
21	0.34 to 0.38	210
22	0.38 to 0.42	323
23	0.42 to 0.46	17
24	0.46 to 0.50	33
25	0.50 to 0.54	425
26	0.54 to 0.58	22
27	0.58 to 0.62	53
28	0.62 to 0.66	0
29	0.66 to 0.70	45

Loading Data set¶

Data Inspection¶

Dividing Sheets¶

Start merging Sheets¶

EDA¶

	Unnamed: 0	Unnamed: 1
0	Australian Skills Classification	NaN
1	Version 3.0 - current at December 2023 - updat...	NaN
2	Index	NaN
3	Glossary	Explanation of key terms used in this dataset.
4	Occupation descriptions	ANZSCO Occupation codes and descriptions.\nSub...

	Occupation Type	ANZSCO Code	ANZSCO Title	Specialist Task	Specialist Cluster	Cluster Family	Skills Statement	Core Competency	Score	Proficiency Level	...	bigrams	trigrams	description_length	ner	lemmatized	pos_tags	sentiment	sentiment_polarity	ANZSCO Description_y	ANZSCO Description_y
0	anzsco 6	394211	furniture finisher	Grind materials, parts, or items	Operate production equipment and make products	Production processes and machinery	Set up, adjust, and operate grinding tools or ...	Digital engagement	4.0	Intermediate	...	[set adjust, adjust operate, operate grinding,...	[set adjust operate, adjust operate grinding, ...	52	[]	set , adjust , operate grind tool equipment ma...	VERB ADP PUNCT VERB PUNCT CCONJ VERB VERB NOUN...	0.222857	NaN	NaN	NaN
1	anzsco 6	394211	furniture finisher	Fill cracks, imperfections or holes in product...	Repair parts or components	Production processes and machinery	Apply fillers, sealants, compounds, or adhesiv...	Digital engagement	4.0	Intermediate	...	[apply fillers, fillers sealants, sealants com...	[apply fillers sealants, fillers sealants comp...	29	[]	apply filler , sealant , compound , adhesive o...	VERB NOUN PUNCT NOUN PUNCT NOUN PUNCT CCONJ NO...	0.400000	NaN	NaN	NaN
2	anzsco 6	394211	furniture finisher	Operate spraying, coating, or painting equipment	Apply paint or finishes	Construction	Operate spraying, coating, or painting equipme...	Digital engagement	4.0	Intermediate	...	[operate spraying, spraying coating, coating p...	[operate spraying coating, spraying coating pa...	67	[]	operate spray , coating , paint equipment ( sp...	VERB VERB PUNCT NOUN PUNCT CCONJ VERB NOUN PUN...	0.294444	NaN	NaN	NaN
3	anzsco 6	394211	furniture finisher	Remove accessories, tools, components or other...	Remove or dismantle objects and equipment	Material transportation	Manually or with the assistance of tools or eq...	Digital engagement	4.0	Intermediate	...	[manually assistance, assistance tools, tools ...	[manually assistance tools, assistance tools e...	22	[]	manually assistance tool equipment , remove ac...	ADV CCONJ ADP DET NOUN ADP NOUN CCONJ NOUN PUN...	0.366667	NaN	NaN	NaN
4	anzsco 6	394211	furniture finisher	Confer with clients, customers, or designers t...	Communicate with others to coordinate work	Communication and collaboration	Have discussions with customers, clients, or d...	Digital engagement	4.0	Intermediate	...	[discussions customers, customers clients, cli...	[discussions customers clients, customers clie...	40	[]	discussion customer , client , designer determ...	VERB NOUN ADP NOUN PUNCT NOUN PUNCT CCONJ NOUN...	0.180000	NaN	NaN	NaN